{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python for Finance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Analyze Big Financial Data**\n",
    "\n",
    "O'Reilly (2014)\n",
    "\n",
    "Yves Hilpisch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img style=\"border:0px solid grey;\" src=\"http://hilpisch.com/python_for_finance.png\" alt=\"Python for Finance\" width=\"30%\" align=\"left\" border=\"0\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Buy the book ** |\n",
    "<a href='http://shop.oreilly.com/product/0636920032441.do' target='_blank'>O'Reilly</a> |\n",
    "<a href='http://www.amazon.com/Yves-Hilpisch/e/B00JCYHHJM' target='_blank'>Amazon</a>\n",
    "\n",
    "**All book codes & IPYNBs** |\n",
    "<a href=\"http://oreilly.quant-platform.com\">http://oreilly.quant-platform.com</a>\n",
    "\n",
    "**The Python Quants GmbH** | <a href='http://pythonquants.com' target='_blank'>www.pythonquants.com</a>\n",
    "\n",
    "**Contact us** | <a href='mailto:analytics@pythonquants.com'>analytics@pythonquants.com</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Two-Dimensional Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "uuid": "1b8fb946-2573-442e-ab40-cc416f703b35"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings; warnings.simplefilter('ignore')\n",
    "# import seaborn as sns; sns.set()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One-Dimensional Data Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "uuid": "033038bb-7b63-42c8-aa0e-a9b01df1a656"
   },
   "outputs": [],
   "source": [
    "np.random.seed(1000)\n",
    "y = np.random.standard_normal(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "uuid": "86f4eb1d-a2e0-4573-b456-636756320573"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb7316d2510>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nigiDPhFREfl/kUBkOXh1iAMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb7317a3c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(len(y))\n",
    "plt.plot(x, y)\n",
    "# tag: matplotlib_0\n",
    "# title: Plot given x- and y-values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "uuid": "dfe5ea13-bb4e-4158-85e1-d391b38ce53e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb731631850>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XeYlPW1B/DvYamKiPQF4RJcqhWlRUHXGrDGRGM09wYN\nV00MMV71WhIT4MZoiBqxoyQaEw0GQRELSpFVEiNl6U0EQSmyoFSDEmDP/ePMG4ZlZnZm3j7z/TzP\nPk55531/LrNnzpxfE1UFEREVhzphN4CIiILDoE9EVEQY9ImIigiDPhFREWHQJyIqIgz6RERFxHXQ\nF5GnRaRKRBaneb5cRHaIyPzEz11ur0lERPmp68E5ngHwCIA/ZTjmHVW92INrERGRC64zfVWdCWBb\nLYeJ2+sQEZF7QdT0FcCpIrJQRN4QkR4BXJOIiFLworxTm3kA2qvqbhEZBGAigC4BXJeIiGrwPeir\n6q6k25NF5HERaaaqW5OPExEuAkRElAdVzbqE7nt5R0Rai4gkbvcBIDUDvkNV+ePBz7Bhw0JvQyH9\n8PfJ32eUf3LlOtMXkbEAzgDQQkTWARgGoF4iiD8J4DIAPxKRfQB2A/iu22sSEVF+XAd9Vb2ylucf\nA/CY2+sQEZF7nJFbgMrLy8NuQkHh79Nb/H2GS/KpCflBRDQqbSEiigsRgUapI5eIiKKDQZ+IqIgw\n6BMRFREGfSKiIsKgT0RURBj0iYiKCIM+EVERYdAnIioiDPpEREWEQZ+IqIgw6BMR5ejxx4FHHgm7\nFflh0CciykF1NXD//cDcuWG3JD8M+kREOZg+HVi/Hvj007Bbkh+usklElIPLLwdatABmzgSWLAm7\nNbmvssmgT0SUpaoqoGtXoLIS6NMH+PzzsFvEpZWJiHzz7LPAt74FdOoEfPEF8NVXYbcodwz6RERZ\nqK4GxowBrrsOEAHatAE2bQq7Vblj0CciykJFBdCoEdC3r90vLQU2bgy1SXlh0CciysKYMcC111qW\nDwBt28ZzBA+DPhFRLbZsASZPBv7zPw88xkyfiKhA/elPwCWXAEcddeAxZvpERAVI9UAHbjJm+kRE\nBWjmTKBOHeDUUw9+nJk+EVEBeuqpA8M0k8U10+eMXCKiNLZutYlYq1cDzZsf/NyWLUD37sBnn4XT\nNgdn5BIReeTPfwYuvPDQgA/YYzt3Anv2BN8uN1wHfRF5WkSqRGRxhmMeFpEPRWShiPR0e00iIr+p\nHijtpFKnTjxn5XqR6T8DYGC6J0XkfABlqtoZwHUAnvDgmkREvnrvPWD/fmDAgPTHxLGu7zroq+pM\nANsyHHIxgGcTx84C0FREWru9LhGRn5566uAZuKnEcQRPEDX9dgDWJd1fD+DoAK5LRJSXbduAV14B\nBg/OfFxRZvpZqvlZyWE6RBRZzz8PDBpkm6VkEsdMv24A19gAoH3S/aMTjx1i+PDh/75dXl6O8vJy\nP9tFRHQIpwN31Kjajy0tBf72N//blKyiogIVFRV5v96Tcfoi0hHAq6p6fIrnzgcwVFXPF5F+AEap\nar8Ux3GcPhGF7v33gf/6L+CDD2yETiaTJwMPPQS8+WYwbUsl13H6rjN9ERkL4AwALURkHYBhAOoB\ngKo+qapviMj5IrIKwD8BXOP2mkREfnGWUK4t4APxrOlzRi4RUcKOHUDHjpblt2pV+/GbNwPHHmuz\nc8PCGblERHn6y1+Ac87JLuAD1tG7Ywfwr3/52y4vMegTEaH2Gbip1KkDtG4dr1m5DPpERAAqKy1r\nP/vs3F4Xt7o+gz4REQ7MwM2mAzdZ3MbqBzFOn4go0nbtAl58EVi2LPfXMtMnIoqZsWOBM8+0AJ6r\nuGX6DPpEVPRS7YGbLWb6REQxMm+ejbM/99z8Xs9Mn4goRsaMAYYMAUpK8nt93DJ9duQSUdH64gvg\nr38FFqfd9692zPSJiGJi3DjbGatdu/zP0bIlsH17fGblMugTUdHKdQZuKnXq2LINVVXetMlvDPpE\nVJQWLQI2bAAGpt3hO3txqusz6BNRUXLbgZssTnV9duQSUdHZvdtW1Jw/35vzMdMnIoqwF18Evv51\noEMHb84Xp0yfQZ+Iio6zuJpXmOkTEUXUBx8Aa9YAF1zg3TmZ6RMRRdTkycBFFwF1PezRbNuWmT4R\nUSRNnZr/OjvplJbGJ9PnxuhEGbz0ki3IdffdYbeEvPCvf9m+tmvWAM2be3fe/fuBRo2Af/4TqFfP\nu/Nmgxujh2jrVlvLgwrHtGlARUXYrSCvzJoFdOnibcAHbKx/y5bxmJXLoO+h664D7r8/7FaQlyor\nreOPCsO0acA55/hz7rjU9Rn0PbJrF/D668C774bdEvLK3r3AkiU2kWfr1rBbQ17wo57viEtdn0Hf\nI6+9Bpx8MjBnTnxW26PMli2zyTs9ejDbLwQ7dtgSyqed5s/5mekXmXHjbLJHWZl1/JF7v/898OWX\n4V2/shI45RSga1cG/ULwzjtAv35Aw4b+nJ+ZfhHZuROYPh245BJbm3vmzLBbFH979gA33AD8/e/h\ntWHePPv2xqBfGPys5wPM9IvKq68Cp58OHHUUg75XFi2ymvqsWeG1wcn0u3Vj0C8Efgd9ZvpFZNw4\n4Dvfsdv9+1t2Wl0dbpvibvZsGwI3e3Y419+3zz54evZkpl8I1q8HNm+2f0+/FE2mLyIDRWSFiHwo\nIreneL5cRHaIyPzEz11urxklO3YAM2YAF19s90tLLeNftizcdsXdnDk2BHbWLCCMOXvLlwNHHw00\naQJ07gysXm0fBBRP06cDZ51lu1z5pSgyfREpAfAogIEAegC4UkS6pzj0HVXtmfgpqLmNkyYB5eVA\n06YHHmOJx73Zs4Fvf9tur1sX/PWd0g5gMy3btAHWrg2+HeQNv0s7gG2ZuHVr9JMDt597fQCsUtW1\nqroXwAsALklxXNZThOMmubTjYNB3Z+dO4OOPgeOOA/r0CafEkxz0AZZ44kw1mKBfUmJLPER9Vq7b\noN8OQHIetj7xWDIFcKqILBSRN0Skh8trRsb27TYMzCntOJygz6WE8lNZCZx0kq1h0rdvOJ25DPqF\nY+lS4LDDgE6d/L9WHOr6bhcXzSaszQPQXlV3i8ggABMBdEl14PDhw/99u7y8HOXl5S6b569XXrE6\nYZMmBz9eVmYjTz7+GOjYMZSmxdrs2UDv3na7T5/gFztL7sR1dO1qj1H8BJHlO4LYTKWiogIVLhaE\nchv0NwBon3S/PSzb/zdV3ZV0e7KIPC4izVT1kIntyUE/DsaNA773vUMfFzmQ7TPo527OHOBb37Lb\nvXvbePl9+7xd/zyTFSssYzvyyAOPde1qW+xR/EybBgweHMy1gthMpWZCPGLEiJxe77a8MxdAZxHp\nKCL1AVwBYFLyASLSWkQkcbsPbDnn2K9ksm2bBfWLLkr9POv6+UvO9Js2Bdq1C3Y0lDMpKxnLO/G0\nd6/9HZ55ZjDXi8O2ia6CvqruAzAUwFsAlgH4q6ouF5HrReT6xGGXAVgsIgsAjALwXTfXjIqJE+0r\n4xFHpH6eQT8/mzbZ8tRlZQceC7ozt2Y9H7APnl27rJOZ4uP99+291KJFMNeLw7aJrketqupkVe2q\nqmWqem/isSdV9cnE7cdU9ThVPUlVT1XV991eMwpSjdpJdsIJ9o+/ZUtwbSoEc+YAvXpZiczRt2/4\nQb9OHVuHndl+vEyb5t+qmqkUfKZfrD7/HHjvPeDCC9MfU1ICfP3rwN/+Fly7CsHs2ZbZJ+vTJ7gR\nPPv3AwsXHlreAVjiiaMgO3GBIsn0i9HEiZY9NG6c+bgBAxj0czVnzqFB/4QTgFWrbCs6v33wAdC6\n9cGT7Rxdu1onL8XDzp024sqvpZRTYaZfoGor7TjCquuHMYPVC6oW9J1OXEeDBsDxxwezZHWq0o6D\nmX68VFRYabBRo+CuGYdZuQz6OfrsM+scuuCC2o/t3dtGnQS5b25lpU1CiWPg/+gjm0RTWnroc0GV\neBj0C0fQ9XzAhhU3bx7tWbkM+jl6+WXgG98ADj+89mMbNrQJPu8H2HU9frwFzocfDu6aXkkeqllT\nUCN4MgX9Ll2szMQVVOMh6Hq+I+p1fQb9HGVb2nH07x9ciUfVgv4f/wg8/XT8hhemquc7ghjBU10N\nLFiQuhMXsD6cZs2ATz7xtx3k3oYNlm2fdFLw1456XZ9BPwdbtljgOf/87F8TZF1/8WKrJX7zm8B5\n59l2g3GSauSOo6zMPsT8/Nq8cqWt4X/UUemPYYknHqZNsyVSSkqCvzYz/YDs2lX7MW69/DIwaJCV\nT7J16qnBbZY+frwtRywC3HILMGqUzUiMg337LMtOV1oRsdKPn9l+ptKOg0E/HsKo5zuY6QegqsqG\n2S1Y4O91ci3tADb075hjghl5MmHCgTXoe/Wy68ZlvZilS4H27Q9e76Ymv0s8DPqFIaillNNhph+A\nuXNtGd4hQ/wbKrV5s11n0KDcXxtEiWf5ctvFq2/fA4/deitw//3xWOI5Uyeuw+8RPNkEfe6XG33L\nltkwzSCWUk6FmX4AKiuBH/7Qhko98IA/13jpJavl5zPmN4igP2GCrUyZvB3coEHAV1/Zdo5Rl6kT\n19Gnjx3nx+iZ6mpg/vz0nbgOZvrRF2aWDzDTD0RlpZUznnoKuO8+65DzWj6lHceAAf5vlj5+PHDZ\nZQc/VqeO1fbvv9+/63olm0y/VSsrl61a5f31P/zQkobmzTMf16GDLcMR5NwLys3UqeEGfWb6AZg7\n176Wd+wI/PKXwH//t7cBdtMmywIHDszv9X5vlr56tbUx1XTz733P2r5kiT/X9sLu3fZBfeKJtR/r\nV4knm9IOYB+kZWX+JBbknrOU8llnhdeG1q0tMYjqrNzYB/1Nm4AvvwS+9jW7/+Mf26JZo0d7d42X\nXrIZuA0b5n8OP0s8EyYAl16aenhaw4bA0KHA737nz7W9MH8+cOyx2f1+/ZqklW3QB1jiibJZs4Jd\nSjmVunVtPsfmzeG1IZPYB33nj9VZirekxManDxvm3SQaN6Udh59B3xmqmc4Pf2iLxEW1zphNacfh\n1565qTZOSYdBP7rCruc7olzXL5ign6x7d+CmmyzYuR258umnttTueee5O49fm6V//DGwZg1wxhnp\nj2ne3Mo8jzzi7bW9kk0nrqNnTytV7dnj3fWrqy3oM9OPv7Dr+Y4o1/ULMugDwG232S/9+efdnX/C\nBNsS0U1pBzh4s3QvvfQScPHFNmQ1k5tuAsaMiWYHZC6Z/uGH2xo4Cxd6d/3Vq62DONuSAIN+NDlL\nKffvH3ZLmOn7yunEralePVt/5pZb3E3d96K0Axy8WbqXkidkZXLMMfZt4JlnvL2+W1u3Wu2zW7fs\nX+N1iSeXej5gQX/lynjMfygm77wT/FLK6TDT90nNTtyaTj4ZuOYa4MYb8zv/hg1WSvBqOrfXQX/j\nRhsRdPbZ2R1/663Agw9Ga1TBnDn275TLGiled+bmGvSPPNIWX9uwwbs2kHtRqecDzPR9U7MTN5Vh\nw2x5hokTcz//hAlWOmnQIP82JvN6J62XX7ZRRdm2r18/ezO+/LJ3bXArl3q+w+vlGHIN+gBn5kZR\nVOr5ADN932Tzx9qokY3mGToU2L49t/N7VdpxnHCCZYeffebN+VJNyKrNrbfaBLaolCYyrayZTvfu\nlkVt2+b++qq5deI6WNePFmcp5Z49w26JYabvk2wztAEDgEsusYCXrfXrbT0bLzMHLzdL37zZxrfn\nOqrooovswy8Ke/eq5taJ6ygpsZLQnDnu27B6NdCkiS2pnAsG/WiZPj28pZRTYabvk1y+lt97r339\nmz49u+PHj7cPivr1829fKl7V9SdOtBnCuXZalZQAN98cjaUZ1q+3wN+hQ+6v9arEk09pB+Am6VET\npXo+YLNyP/vMJopGTWyD/qZNNn0/XSduTU2a2Czda68F/vnP2o/3urTj8CroZztqJ5Xvf9+2cAw7\nU3Wy/Ex9Mul4tRxDLpOykjHTj46wl1JOpV49W3olirNyYxv0KyvtjzWXgDFokI3hveuuzMd98okN\nyct2VEwu+vRxv1n61q0WtPNZ5hmwTWB+9KPwl2bIpxPX4Yzgcds3kW+m37HjgdFjlJ09e6wEM3Kk\nt+ddtswGM4S1lHI6Ua3rxzro9+qV++sefBB44YXMm5WPH29bDtY24SkfDRvavp1uNkufNMk+kBo3\nzv8cN9xg32bCzETy6cR1HH20larcLLWRbycuYOurdOpkq3NSdn76UytHjhkDPPGEd+d1dsnK5xuj\nn6Ja14910M/nj7V5c+Chh2zDlXRT+ceNA664wl37MnFb4nFT2nG0amX/j48/7u48+aquzv+DG7A/\ncLclnjVr7FtP69b5vZ4lnuw9/bRNnho7FpgyBfj1r+22F6JW2nEw0/dYvkEfAC6/3Kby33PPoc+t\nXWsjOs4801XzMnIT9HfutD+eCy90347/+R8L+rt3uz9Xrj74wJY9cLMaottJWm7eQwCDfrbmzgXu\nuMPmhzRpYt+Q3nzT3n9vvOHu3Hv3Au++G+5SyukUbKYvIgNFZIWIfCgit6c55uHE8wtFxPVI2lw7\ncQ9tD/DYY/YVc9Gig58bP952oKpb120r03OzWfprrwGnn555L9lsde1qQ0j/9Cf358pVPkM1a3I7\ngodB339btti30tGjD15q47jjgFdeAa6+2t233lmzbImRMJdSTqcgM30RKQHwKICBAHoAuFJEutc4\n5nwAZaraGcB1AFxX8/LpxK2pbVsbxllzX12/Ru0kc7NZej4TsjK59Vbr0A16aJmbTlxHr172O8x3\nWQm3QZ+zcjPbtw+48krgqqsskaqpb18r8Vx2mc05yYdTz4+iQs30+wBYpaprVXUvgBcAXFLjmIsB\nPAsAqjoLQFMRybOKatzUgpP94AeWMY8aZffXrLFVMDMtU+yVfEo8X3xh8wwuvti7dvTvb0PLXn3V\nu3Nmw4tM/8gjgfbtgaVLc3+tqneZflRmN0fNXXdZYnb33emPOfts+xZwwQX5fYBGtZ4PFGimD6Ad\ngHVJ99cnHqvtmKPdXNTtH6tDxPbVHTnS9l198UX/SzuOfIL+5Mm2fk6zZt61Q8Sy/SAna+3ZYwvZ\n5TM+vqZ8V9z8+GMbSdWmTf7XbtbMJu+5WcW1UE2YYKPkxo6tfZbspZdax+555wHr1mU+NtnOnbau\nVhSWUk4lqpm+2/CWbY5TsxCT8nXDhw//9+3y8nKUl5enPFllpQ299EKnTsDPf2776u7aFVzwGzDA\nxspXV9u+q9nwYtROKpdeCtx+O/CPf1iN32+LFgGdO9va+G45nbnXXZfb67xKHJxs382HR6FZvtw2\nMHrzzexr7ddcY8uDnHuudcy2alX7a6K0lHIqbdpYn8b+/d4uD1FRUYGKior8T6Cqef8A6AfgzaT7\ndwK4vcYxowF8N+n+CgCtU5xLs/Hpp6pHHaVaXZ3V4VnZt0+1b1/VVq3sdlCOOUZ18eLsjt29W7VJ\nE9WqKn/a8vDDqt/+tj/nrumxx1SHDPHmXHPmqB5/fO6vu/NO1WHD3F//Bz9QHT3a/XkKxY4dql27\nqj79dH6v/8UvVHv2VN2+vfZjb7xR9d5787tOUFq2tJjlp0TszDpuuy3vzAXQWUQ6ikh9AFcAmFTj\nmEkAvg8AItIPwHZVzfsLsReduDWVlADPPWfDF4NcsKl//+xLPFOm2P93NhlQPq65xjKn1av9OX8y\nN5OyajrhBGtzrjOcvc70yb61Dh5sw52vuSa/c4wYAZx2mvVb1TbbOcr1fEcU6/qugr6q7gMwFMBb\nAJYB+KuqLheR60Xk+sQxbwD4SERWAXgSwA1urunVH2tNZWX+lE4yyaWu71dpx9G4sZVIvCqbZeJF\nJ66jfn0L/JWV2b/Gi05cB4P+ASNH2nBqZ2BEPkRs8mT79jafZu/e1Mdt3GjXispSyulEsa7vepy+\nqk5W1a6qWqaq9yYee1JVn0w6Zmji+RNVNY+Bigd4NXInCrLdLP1f/7Lx+amGvXlp6FDgL38BPv/c\nv2vs3GmdqMcd5905c52k9ckntsRG27bur82gb6ZMAR55xIYUu910qE4d29ZTxMbxV1cfesy0afaN\nIipLKadTcJl+GPzK9MPQubMF9No2S58+3TYO8SJIZVJaap26o0f7d43KSuDEE71d1yjXETxevoc6\ndbIlotMt6VEM1q61lVvHjgXa1Ry7l6d69WzOzIYNwE9+cmhiFIfSDlCgmX6Q3M7EjRpns/TaNjTx\nekJWJjffDDz6KPDVV/6c34tJWTXlmul7GfTr17f9AILoC4miL7+0b6B33OH9/JZGjWxxwfffB375\nywOPO0spR3VSVjJm+i750Ykbttrq+nv32nR1v0s7jmOPtTrpc8/5c34vO3EdxxxjeyRk+8fl9bfF\nYp2Zq2rDjrt1sxU0/dCkiQ39fPHFA0uBL18ezaWUU2Gm71IhlXYctQX9d96xN/d//EdwbfrZz4Bf\n/Sq7zWZyNWeOd524DmfFzWyyfWc5ZS8mhjmKta4/erT9LseM8TcRa9nSdr17+GFbrdPZAD0OyR8z\nfZcKqRPXceKJmTdL93vUTir9+9tPpunz+di0ySbAlZV5e14g+6C/fr0FC69qz0BxBv1//AMYNgx4\n6SVvJtnVpn176yy+6y4b3ROHej7ATN+1Qsz0M22Wvn+/LUcbdNAHbGbymDHe7gM7Z459aPuRoWW7\n4qbzHvKyDcUW9DdtskUJn3nGnw/wdLp0AV5/3ZZJ8WNXOz+0aWMbFaUagRSW2AT9qqrC6sRNlq7E\n8/e/25smyD8sR2mpZVVDh3q3oJgfnbiO3r3t/LX9cfmRODibpBfDwmt791rAHzLEFkkLWs+etpVp\nFJdSTqV+fVsYcMuWsFtyQGyCfiF24jrSBf3x48PJ8h1Dh9qbddw4b87nRyeuo2VLWwBt5crMx/kR\n9Fu2tICfrkRXSP73f4Ejjjh4NA1lFrW6fmyC/ty5hVfacaTaLL262uqlQQ3VTKVuXdts5pZbrBbv\nhqo/nbjJaivxeDkTN5lIcZR4nn7aJgk+91z2iwRS9Or6sfmnK8R6viPVZumzZ9twte7d078uCP37\nW6fZiBHuzvPRR7YfbWmpN+1KpbY9czdssMB/tKuFvVMr9KD/zDOW3b/+uu2/QNljpp+nQhy5k6xm\niSfICVm1+e1vbUvFJUvyP4ffWT5Q+wgePzpxHYUc9P/wBwv4b79t/5+UG2b6eSjkTlxHctBXDWeo\nZjqtWgHDhwM//nH+nZV+1vMdJ59sZbJ0s4mdfiE/FGrQHzPG/u3ffttGz1DumOnnoZA7cR3Jm6XP\nm2dDOU84IexWHXD99dbn8Pzz+b3ey5U102nUyILvggWpn583z78SYSHOyn3qKZuk9/bbtk4U5YeZ\nfh4KuRPX0bSpzbydN8+y/Msui9aHXEmJ7Tdw2222w1Eu9u2zQBxEeS5TicfPfqGyMlt4LN1SwHHz\n5JM2OY8B3z1m+nko5E7cZE6JJ+yhmun07QtceKHNxMzF0qU2o/LII/1pV7J0K25u3GgBuUMHf67b\noIHN8l2zxp/zB+mJJ4B77gFmzAhnjkihYaafh0LvxHUMGGA11D17ovv/e889tuF1uhJKKkF04jrS\nZfp+duI6CqGu/9hjthnKjBm2kB2516aN9UtGZVZu5IN+MXTiOgYMAD780LL8KJV2krVoYV/7b7gh\n+zdxEJ24jm7d7D2zdevBjwfxbTHuQf/RR4H77rOAH4cVLOOiQQMbfh2VyXuRD/rF0InraNsW6NED\nuOKKsFuS2ZAhti7Qs89md3yQmX5JiX1LqpntBxX0vVyrKEgPPww88IAF/GJIsIIWpbp+LIJ+MdTz\nHQsXWl06yurUsU7dO+88NKOuafduy35PPDGYtgGpSzzM9NN76CHbG5kB3z9RqutHPugXw8idZHXr\nht2C7JxyipWhfv7zzMfNn2/fXho2DKZdwKFB/9NPrZ/E7z0J4hj0H3zQgn5FBdCxY9itKVxt2zLo\nZ63YMv04uftuW/p57tz0x/i5smY6zggeZyKZs2mK3yXC0lKbGLZtm7/X8crvfmd1/IqKYDfpKUal\npSzvZKWqynZvYqdSNB11FPCb31in7v79qY8JshPX0a6dLWm7dq3dDypxELFZq3HI9u+/30p0FRX+\nDWOlA5jpZymIYXbkzve/bwH2979P/XyQnbjJkks8QX5bjMPM3Pvus60OKyps/gT5j5l+lljaib46\ndWxs9y9+ceiQtK1b7dtat27Btyt5klaQ76Oo1/VHjrTlFSoq/FltlFJjpp+lYuvEjasTTwSuugq4\n446DH58zx2rpJSXBt8nJ9IOe5xHloH/vvbZiJgN+8JjpZ4mZfnyMGAG88YZtmO0IoxPX0auXzRqe\nNSvYeR5RDfpz59o3shkzvN0UnrJTWmp7C0dhVm5kgz47cePlyCOtVpzcqRtGJ66jSRMbkfLss8Em\nDp07A6tXp+/YDstrrwFXXsmAH5YGDWybyc8/D7slEQ767MSNn6uustVCn3jChksGsZxyJn36AK+8\nEmzQP+ww23/AGTkUFZMnA4MGhd2K4haVun7eQV9EmonIVBFZKSJTRKRpmuPWisgiEZkvIhn2NToY\nSzvxI2LjvkeMsH8/1XCHA/btaxm3XxunpBO1Es+WLbY8RP/+YbekuEWlru8m078DwFRV7QJgeuJ+\nKgqgXFV7qmrWX/YZ9OPp2GOBq6+2/QB69w73m1rfvvbNI+jVIqMW9KdMAcrLbWgthSf2mT6AiwE4\nS249C+CbGY7N+U+fI3fia9gw2zglrHq+46ST7H0U9AdP1II+SzvRUAiZfmtVrUrcrgLQOs1xCmCa\niMwVkWuzOTE7ceOtcWPLLm+4Idx2iISzJnyUgn51tf1bMOiHLyqZfsblvURkKoA2KZ46aJktVVUR\nSbdl9mmq+qmItAQwVURWqOrMVAcOHz4cgK0p36lTOUTKM7eeIqtHj7BbEJ4ozcqtrLQ9ELi2TvhK\nS23IrFsVFRWoqKjI+/Wimi5W1/JCkRWwWv0mESkFMENVM869FJFhAL5Q1QdSPKdOW371K9uEe+TI\nvJpGFKqWU/2lAAAKAUlEQVTqahsyunGj/TdM//d/wI4dtlY+heu994Cbbwbef9/b84oIVDXrIqab\n8s4kAIMTtwcDmJiiMYeJyBGJ24cDOA/A4tpOzE5cirM6dWy8/sqVYbeE9fwoKYSa/m8AnCsiKwGc\nlbgPEWkrIq8njmkDYKaILAAwC8BrqjqlthOzE5fiLgp1/c8/B5Yts204KXzOrNw8iyueyXvLDlXd\nCuCcFI9vBHBB4vZHAE7K5bzsxKVCEIWgP2UKcMYZNhuUwtewIXD44fZh3KJFeO2I3IxczsSlQhCF\noM/STvREYQRPZIM+UZyFvUl6dTXw1lvAwIHhtYEOFYW6PoM+kQ+6dLGhx2Gtqjhvnu1sxo3Oo4WZ\nfgoM+lQIjjjCgu66deFcn6WdaGKmX0NVlY3PZycuFYIw6/oM+tHETL8GduJSIQlrZu7WrcCSJcDp\npwd/bcqMmX4NLO1QIQkr05861QJ+w4bBX5syY6ZfA4M+FZKwgj5LO9HFTL8GBn0qJGEE/epq4M03\nGfSjygn6Yc7KjVTQZycuFZIOHYDPPrMZ5kFZsMD2K+bfUTQ1amRbam7dGl4bIhX0Tz6ZnbhUOEpK\nbD3/Dz8M7pos7URf2HX9SAX9Xr3CbgGRt4KemTt5MmfhRl3Ydf1IBX3W86nQBFnX37YNWLjQFlmj\n6GKmn4RBnwpNkEF/6lRbRrlRo2CuR/lhpp+EnU9UaIIM+qznxwMz/STsxKVC07Wr7aDl9xA9DtWM\nD2b6RAWsaVPbOMPvzG7RIqBxY6CszN/rkHvM9IkKXBAlHpZ24oOZPlGBO/104M9/9vcaDPrxEfas\nXNGwd+lNEBGNSluIvLRzp2X7kyYBvXt7f/7t2232b1UVR+7ERdOmwEcfAc2auT+XiEBVs+4RZaZP\n5LMmTYBf/xq46SZ/srtp04DTTmPAj5Mw6/oM+kQBuPpqYM8e4IUXvD83Z+HGT5h1fQZ9ogDUqQOM\nGgXcdpu3C7CpcqhmHDHTJyoC/fvbz29/6905Fy2yzVI6d/bunOQ/ZvpERWLkSODRR4GPP/bmfM6o\nHU5sjBdm+kRFokMH4Cc/AW6/3ZvzcahmPDHTJyoit90GvPceMHOmu/Ps2AHMmweceaY37aLgMNMn\nKiKHHWZ1/Z/+FNi/P//zTJ8OnHqqnY/iJZaZvohcLiJLRWS/iJyc4biBIrJCRD4UEY++1BLF2xVX\nWLD+4x/zPwdLO/FVWmqZfhjzUd1k+osBXArg3XQHiEgJgEcBDATQA8CVItLdxTWJCoII8NBDwF13\nWZkmV6oM+nF2+OFAgwY2mzpoeQd9VV2hqitrOawPgFWqulZV9wJ4AcAl+V6TqJCccgpw/vnA3Xfn\n/tolS4D69YEuXbxvFwUjrLq+3zX9dgDWJd1fn3iMiGDLMzzzTO6bpzuzcDlUM77CqutnDPoiMlVE\nFqf4uSjL83MFNaIM2rSx4Zu33JLb61jaib+xY217y6DVzfSkqp7r8vwbALRPut8elu2nNHz48H/f\nLi8vR3l5ucvLE0XfjTcCTz0FvPUW8I1v1H78zp3A3LnAWWf53zbyT+vW+b2uoqICFRUVeV/X9dLK\nIjIDwK2qWpniuboAPgBwNoCNAGYDuFJVl6c4lksrU9GaNAm44w5g4UKgXr3Mx778MvD447YROlFg\nSyuLyKUisg5APwCvi8jkxONtReR1AFDVfQCGAngLwDIAf00V8ImK3UUXAUcfDYweXfuxLO2QG9xE\nhSgili612bXLlgEtWqQ+RtWWcpgyBejOwc8EbqJCFFvHHmuTtoYNS3/M0qVASQnQrVtw7aLCwqBP\nFCEjRgAvvggsXpz6eWftfA7VpHwx6BNFSLNmlumn21qR9Xxyi0GfKGKuv942OX/llYMf37ULmD2b\nQzXJHQZ9ooipW9e2VrzlFttX1/H220CfPkDjxuG1jeKPQZ8ogs45Bzj+eAv+DpZ2yAscskkUUatW\nAf36WadumzZAx47AG2/YKB8iB4dsEhWIsjJgyBDgZz8Dli+3jt0ePcJuFcUdM32iCNu508bkl5cD\nRxwBPPlk2C2iqGGmT1RAmjSx5ZfHjmU9n7yRcZVNIgrf4MHARx8B57pd85YILO8QEcUayztERJQW\ngz4RURFh0CciKiIM+kRERYRBn4ioiDDoExEVEQZ9IqIiwqBPRFREGPSJiIoIgz4RURFh0CciKiIM\n+kRERYRBn4ioiDDoExEVEQZ9IqIiwqBPRFRE8g76InK5iCwVkf0icnKG49aKyCIRmS8is/O9HhER\nuecm018M4FIA79ZynAIoV9WeqtrHxfUoSxUVFWE3oaDw9+kt/j7DlXfQV9UVqroyy8Oz3sqL3OMf\nlbf4+/QWf5/hCqKmrwCmichcEbk2gOsREVEadTM9KSJTAbRJ8dTPVPXVLK9xmqp+KiItAUwVkRWq\nOjPXhhIRkXuiqu5OIDIDwC2qOi+LY4cB+EJVH0jxnLuGEBEVKVXNuoSeMdPPQcoLishhAEpUdZeI\nHA7gPAAjUh2bS6OJiCg/boZsXioi6wD0A/C6iExOPN5WRF5PHNYGwEwRWQBgFoDXVHWK20YTEVF+\nXJd3iIgoPkKfkSsiA0VkhYh8KCK3h92euONkOHdE5GkRqRKRxUmPNRORqSKyUkSmiEjTMNsYF2l+\nl8NFZH3i/TlfRAaG2cY4EZH2IjIjMSl2iYjcmHg8p/dnqEFfREoAPApgIIAeAK4Uke5htqkAcDKc\nO8/A3o/J7gAwVVW7AJieuE+1S/W7VAC/S7w/e6rqmyG0K672AvgfVT0WVlb/cSJe5vT+DDvT7wNg\nlaquVdW9AF4AcEnIbSoE7BTPU2I48bYaD18M4NnE7WcBfDPQRsVUmt8lwPdnXlR1k6ouSNz+AsBy\nAO2Q4/sz7KDfDsC6pPvrE49R/jgZznutVbUqcbsKQOswG1MAfiIiC0XkDyyV5UdEOgLoCRsgk9P7\nM+ygz15k752mqj0BDIJ9/RsQdoMKidrIB75v8/cEgK8BOAnApwAOmbNDmYlIYwATAPxUVXclP5fN\n+zPsoL8BQPuk++1h2T7lSVU/Tfx3C4CXYSU0cqdKRNoAgIiUAtgccntiS1U3awKA34Pvz5yISD1Y\nwP+zqk5MPJzT+zPsoD8XQGcR6Sgi9QFcAWBSyG2KLRE5TESOSNx2JsMtzvwqysIkAIMTtwcDmJjh\nWMogEZQcl4Lvz6yJiAD4A4Blqjoq6amc3p+hj9MXkUEARgEoAfAHVb031AbFmIh8DZbdAzbb+nn+\nPnMjImMBnAGgBaw++ksArwAYB6ADgLUAvqOq28NqY1yk+F0OA1AOK+0ogDUArk+qR1MGItIftpT9\nIhwo4dwJYDZyeH+GHvSJiCg4YZd3iIgoQAz6RERFhEGfiKiIMOgTERURBn0ioiLCoE9EVEQY9ImI\nigiDPhFREfl/kUBkOXh1iAMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb75012d190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y)\n",
    "# tag: matplotlib_1\n",
    "# title: Plot given data as 1d-array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "uuid": "8ce3f781-2188-43da-86a0-866bb28bdfa2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb73156e2d0>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/D/s/fvwONRVtAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb731668a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y.cumsum())\n",
    "# tag: matplotlib_2\n",
    "# title: Plot given a 1d-array with method attached"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "uuid": "bb30a215-06d6-498f-815a-0f90c3ec5e3e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 19.0, -2.1915310617211072, 0.43422097883764876)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD7CAYAAACRxdTpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb73163d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y.cumsum())\n",
    "plt.grid(True)  # adds a grid\n",
    "plt.axis('tight')  # adjusts the axis ranges\n",
    "# tag: matplotlib_3_a\n",
    "# title: Plot with grid and tight axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "uuid": "46c40470-43b9-41b2-a299-60bdcb535d4b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3.1915310617211072, 1.4342209788376488)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAD7CAYAAACYLnSTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb7314c4810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y.cumsum())\n",
    "plt.grid(True)\n",
    "plt.xlim(-1, 20)\n",
    "plt.ylim(np.min(y.cumsum()) - 1,\n",
    "         np.max(y.cumsum()) + 1)\n",
    "# tag: matplotlib_3_b\n",
    "# title: Plot with custom axes limits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "uuid": "a49d4a75-3e67-4e73-96b1-9db889127a62"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb7313bdf50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb4AAAEZCAYAAADolEC/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb731402f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4))\n",
    "  # the figsize parameter defines the\n",
    "  # size of the figure in (width, height)\n",
    "plt.plot(y.cumsum(), 'b', lw=1.5)\n",
    "plt.plot(y.cumsum(), 'ro')\n",
    "plt.grid(True)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value')\n",
    "plt.title('A Simple Plot')\n",
    "# tag: matplotlib_4\n",
    "# title: Plot with typical labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Two-Dimensional Data Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "uuid": "f59132a2-1eda-49da-8efa-4a49e4e8a670"
   },
   "outputs": [],
   "source": [
    "np.random.seed(2000)\n",
    "y = np.random.standard_normal((20, 2)).cumsum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "uuid": "f9b54053-7cbc-49f3-a558-700356d9b3af"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb7312c4f90>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAEZCAYAAAAQdLtIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSinlMzSpKaWU8hma1JRSSvmM/wfjKEYQjO95owAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb7313b4e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot(y, lw=1.5)\n",
    "  # plots two lines\n",
    "plt.plot(y, 'ro')\n",
    "  # plots two dotted lines\n",
    "plt.grid(True)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value')\n",
    "plt.title('A Simple Plot')\n",
    "# tag: matplotlib_5\n",
    "# title: Plot with two data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "uuid": "7e085a23-dd6c-4709-a616-9eb1728447c6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb731232f90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAEZCAYAAAAQdLtIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb7312d5d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot(y[:, 0], lw=1.5, label='1st')\n",
    "plt.plot(y[:, 1], lw=1.5, label='2nd')\n",
    "plt.plot(y, 'ro')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value')\n",
    "plt.title('A Simple Plot')\n",
    "# tag: matplotlib_6\n",
    "# title: Plot with labeled data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "uuid": "4586bd90-1e5b-4de4-8671-449b82cb53c7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb731118890>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbkAAAEZCAYAAAAKSFvGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VFXawH8nCSnUgChdwQisIBgiokElsRE0CusWxbWA\n5dPdVYJ1pQqromsX0C26dgHBtYAEqWYAGxaqIoqBUAQivQgJKef748wkk2SSTDL3ztyZvL/nuc/M\nbee+M2fuvPectymtNYIgCIIQiUSFWgBBEARBsAtRcoIgCELEIkpOEARBiFhEyQmCIAgRiyg5QRAE\nIWIRJScIgiBELKLkBCGIKKUuUEptsKntiUqpN21o16WUusXqdgUhGIiSEwQ/cf/Z71NKxdZyXE+l\n1EKl1F6l1H6l1NdKqcsAtNbLtda/sUnEege9KqXylFJHlVKHlVK7lFKvKqWaeLVba9tKqc5KqVKl\nlPyvCI5BfoyC4AdKqc5AP+AXYHAth38ILADaACcBWcAhG8XzoAI4VwNXaK2bASlAX2BcCOQQBEsR\nJScI/nEjsBh4ExhW3UFKqdZAZ+AlrXWx1rpIa/2Z1vpT9/50pdQ2r+PzlFL3KaXWukdRLyul2iil\nPlJKHVRKLVJKJbqP9YyU/k8p9bNSaodS6t4aZDlXKfWZezS5WimV5s8H1VrvAOYDPX20qZRS49xy\n5yulXldKNXfvXuZ+PeD+LOf4cz1BsBNRcoLgHzcCM4FZQIZS6qRqjtsL/ARMU0oNUUq1qaVdDfwO\nuBjoDlwBfASMwowCozAjQW/SgdOAgcADSqmLKzeqlOoAzAUe0lq3BO4D3nUr4epQ7nM7AZcBq3wc\ncxNGyacDpwJNgefd+y5wv7bQWjfTWq+o4VqCEBREyQlCLSilzgc6AHO01huB9cCffB2rTTLYC4E8\n4Glgh1JqqVLqtBouMVVrvds9gloOfK61XqO1LgTeB/pUOv7vWutjWutvgVeBa320eT0wT2s93y3X\nYuBr4PLqPibwgVJqv1sGF/Coj+OuA57WWudprX8FRgND3XY4maYUHIcoOUGonWHAQq31Yff6O9Qw\nZam1/llrPUJrfRpwCvAr8EYN7ed7vT9Wab0AM1ryZpvX+61Aex9tngL80T1Vud+tvM4D2lYnNjBE\na91Sa91Za32nW8lWph2wpdL1YzD2R0FwHDGhFkAQnIxSKgG4GohSSu10b44DEpVSvbXWa2s6X2u9\nXSn1T2B6XS5by/6TgR+83v/s45itwJta69vqcF1/2IGxOXrLUoxRzJ0svpYgBIyM5AShZn6L+RM/\nHTjTvZyOmdK7sfLBSqlEpdTflVJJSqkotw3sZuBzC2Uap5RKUEr1BIZjbIWVeQu4Uik1UCkVrZSK\ndzu9dAjw2jOAu91OME0xU5pva61Lgd1AKZAU4DUEwTJEyQlCzdwIvKK13q61/sW95GOcLf7kIybs\nOGaqcDFwEFiHmYIc7nVMbTFnutL7yscvxTi3LAaedNvbKhyrtd4ODAHGYMIetgL3Evg9/wrGw3QZ\nsAk4CoxwX/MoMAn41D1F2i/AawlCwCgpmioI4YE7Vm8TEOMeOQmCUAsykhMEQRAiFlFyghBeyNSL\nINQBma4UBEEQIhYZyQmCIAgRS9jFySmlZOgpCIIgVEBr7TO+NCxHclprWRy4TJgwIeQyyGKWsQMH\nlsUTTKA8tmBcRkbIZZOlfJF7xpqlJsJSyQnOJC8vL9QiCG4GZmVx54kmJjvPvW1MUhKXjhgRMpmE\nqsg9Yz+i5AQhAhmQmck3J00mvUkGS+PbkBqdwcBnJzMgMzPUoglCUAk7m5zgXIYPHx5qEQQ327bB\nF99l8vDDmRw86OKpp9Lp1CPUUgmVkXvGfmwbyblz5a1wF2tcr5R6zL19olJqu1JqlXu5zOuc0Uqp\njUqpDUqpgXbJJthDenp6qEUQ3Lz9tnm99lq49tp0AFauDJ08gm/knrEf25Sc1roAuFBrnQz0Bi50\n1+XSwDNa6z7u5SMApVQP4BqgBzAI+KePvICCg3G5XKEWQXAzbRqccw4kJcGePS4aNRIl50Tqes8o\npRr8Uldsna7UJmErQCwQDex3r/uSdAgwQ2tdBOQppX4C+gFf2CmjIEQa330Ha9bAlClmPTYWzjhD\nlFykUJs3YSRTHyVn60jJXWpkNabWVI7W+jv3rhFKqTVKqZeVUonube2B7V6nb8dUYxbCBJl6cQYz\nZkBUFFx9tVlPT08nJcUouQb8/+hI5J6xH7tHcqVAslKqBbBAKZUO/At4yH3Iw8DTwC3VNeFr4/Dh\nw+ncuTMAiYmJJCcnl/1YPMN/WZf1hriek+Pi5ZfhkkvSadOmfH9KSjovvwzvvOPipJOcI6+s121d\nKP9OXC6XXyEYQctdqZQaDxzTWj/lta0z8KHWupdSahSA1vof7n3zgQla6xWV2tENebjuZFwul9yM\nIebzz6F/f3jtNRg2zGxzuVzEx6eTmgoffABDhoRURMGLut4zSqkGP13p6/O7twc344lSqrVnKlIp\nlQBcCqxSSrX1OuwqTFFJgDnAUKVUrFKqC9AV+NIu+QQhEpk+HeLj4aqrKm7v3dtMYYpdTmho2GmT\nawd87LbJrcCM2JYATyil1iql1gBpwN0AWuv1wCxgPfAR8FcZsoUXMooLLcXFMHMmXHklNG9evj09\nPZ3GjeH000XJOY1Iumeef/55+vbtS3x8PDfddJNf53Tu3JmPP/7YVrlss8lprdcBKT6231jDOY8C\nj9olkyBEMosXw+7d8Kc/+d6fkgJLlgRXJqHh0KFDB8aPH8+CBQs4duyYX+cEY/pV4tAEy/AYhIXQ\nMH06JCbCZZdV3F7ufAI7dsCuXcGXTfBNJN0zV111FUOGDOGEE06osH3Pnj1cccUVtGzZkhNOOIEB\nAwagteaGG25g69atXHnllTRr1oynnnqqmpYDQ9J6CUIEcPQovP8+DB0KcXG+j0lxz6usWlVVEQqR\nwV13werVgbeTnAzPPVe/cyuPzJ5++mk6derEnj17APjiiy9QSvHmm2/yySef8PLLL3PRRRcFKnK1\nyEhOsIxIsi+EG3PnwpEjvqcqPf2SnGzWxS7nHCLxnqkcsB0bG8vOnTvJy8sjOjqa8847L6jyyEhO\nECKAadOgfXsYMKD6Y5o3h65dRclFMvUdfVlJ5ZHc/fffz8SJExk40KQjvu2223jggQeCJo+M5ATL\niCT7Qjixbx989JFJxhwdXXW/d794Mp8IziAS75nKI7mmTZvy1FNPkZuby5w5c3jmmWfIycnxeawd\niJIThDDn3XehqKh6r0pvUlIgL88oRkGwkpKSEgoKCiguLqakpITCwkKKi4vJzs7mp59+QmtN8+bN\niY6OJirKqJ42bdqQm5trq1xBy3hiFZLxRBAqkp5uPCa//x5qezBevBguvdS8XnxxUMQTLMTJGU8m\nTpzIQw89VGHbhAkTaNGiBZMnT2b37t20bNmSP//5z4wdOxaAOXPmMGLECA4dOsT48eO55557arxG\nfTKeiJIThDBm2zY45RSYOBEefLD24/fuhdat4Ykn4P77bRdPsBgnK7lg4Ki0XkLDIxLtC05n5kxT\nWaCmqUrvfjnhBKMUxS7nDOSesR9RcoIQxkybBv36wWmn+X+OOJ8IDQlRcoJlRGLMj5NZv94E/tbm\ncFK5X1JS4Mcf4dAh+2QT/EPuGfsRJScIYYqnOOo119TtPE/mkzVrrJdJEJyGKDnBMsS+EDy0Nrkq\nL74Y2rat+djK/eJRcjJlGXrknrEfUXKCEIasWAGbNvkXG1eZtm2hXTtRckLDQEIIBCEMycqCF1+E\n/Hxo0aLu52dmwtatsG5d7ccKzkFCCCSEQBAiHu/iqPVRcGCmLNevN9ULBCGSESUnWIbYF4LDkiXw\nyy/+T1X66peUFCgtlZFcqJF7xjevvfYaF1xwgSVtiZIThDBj+nQzggukJpw4nwhWc/z4cW655RY6\nd+5M8+bN6dOnD/Pnzw+1WKLkBOuQmB/7OXYM3nsPfv97iI/37xxf/XLyydCqlSi5UBNJ90xxcTEn\nn3wyy5Yt49ChQzzyyCNcffXVbNmyJaRy2abklFLxSqkVSqnVSqn1SqnH3NtbKaUWKaV+VEotVEol\nep0zWim1USm1QSk10C7ZBCFc8RRHve66wNpRSjKfCNbSuHFjJkyYwMknnwxAZmYmXbp0YeXKlbhc\nLjp27MgzzzxDmzZtaN++Pa+99lrZuXv37mXw4MG0aNGCc845x9LKBLYVTdVaFyilLtRaH1VKxQCf\nKKXOBwYDi7TWTyilHgBGAaOUUj2Aa4AeQAdgsVKqm9a61C4ZBWtxuVwR9WTqRKZNM+7/aWn+n1Nd\nv6SkwLPPwvHjEBtrnYyC/1h9z9w1/y5W71odcDvJbZN5blBgFVjz8/P58ccf6dmzJzt27CA/P59D\nhw6xY8cOFi5cyB/+8AeuuuoqWrRowR133EHjxo3ZtWsXmzZtIiMjg1NPPTXgzwE2T1dqrT2+W7FA\nNLAfo+Red29/Hfit+/0QYIbWukhrnQf8BPSzUz5BCCf274d582DoUN/FUetKSoqpQ/fdd4G3JQje\nFBUVcd111zF8+HC6desGQKNGjXjwwQeJjo7msssuo2nTpvzwww+UlJTw3nvv8dBDD5GQkEDPnj0Z\nNmyYZaESto3kAJRSUcBKIAn4l9b6O6VUG611vvuQfKCN+3174Auv07djRnRCmCCjOHvxFEet61Rl\ndf3i7XzSp09gsgn1w+p7JtDRlxWUlpZyww03EB8fz/PPP1+2/YQTTigrlgpmevPIkSPs3r2b4uJi\nOnXqVLbPM+VpBbYqOfdUY7JSqgWwQCl1YaX9WilVk7r2uW/48OF07twZgMTERJKTk8t+LB6XXFmX\n9UhbnzYNOnZ0uRMrB95eUhIkJLiYOxduuSX0n0/Wa193OlprbrnlFnbv3s28efOI9mPK4cQTTyQm\nJoatW7fSvXt3ALZu3Vrt8Z7vxOVykZeX559QwViA8cB9wAagrXtbO2CD+/0oYJTX8fOBc3y0owVn\nkpOTE2oRIpZt27RWSuuJE+t+bk39MmCA1qmp9ZdLCIy63jNO//+7/fbb9bnnnquPHDlSYXtOTo7u\n2LFjhW2dO3fWS5Ys0Vprfc011+ihQ4fqo0eP6u+++0536NBBX3DBBVXar+7zu7f71D12ele29nhO\nKqUSgEuBVcAcYJj7sGHAB+73c4ChSqlYpVQXoCvwpV3yCUI44U9x1PqQkmLK9ZSUWNuu0PDYsmUL\nL774ImvWrKFt27Y0a9aMZs2aMWPGDJRSKOUz6xYAzz//PEeOHKFt27bcfPPN3HzzzZbJZVvuSqVU\nL4xjSZR7eVNr/aRSqhUwCzgZyAOu1lofcJ8zBrgZKAZGaq0X+GhX2yWzIDiVs84yziZfWvzY9+ab\ncOONxvmkRw9r2xasR3JX1j13pZ0hBOuAFB/b9wGXVHPOo8CjdskkCOHIhg3GOeTZZ61v29v5RJSc\nEIlIxhPBMjwGYcFapk83wdt1LY7qoaZ+6d4dEhIkKDxUyD1jP6LkBMHBeIqjXnSRCQK3mpgYOPNM\nUXJC5CL15ATBwaxYAeeeC6+8AjfdZM817rgD3nrLBJtHyWOvoxGbnNSTE4SIYvp0iIuD3/3Ovmuk\npMChQ6bSuCBEGqLkBMsQ+4K1eIqjZmbWvzgq1N4vUnYndMg9Yz+2ZjwRBKH+fPwx5OdbHxtXmZ49\noVEjo+SuvtreawmBU1O8mVAVsckJgkMZPhzef98oOn9rx9WXs86CE06AhQvtvY4g2IHY5AQhzKhP\ncdRA8NSWk+dHIdIQJSdYhtgXrCM7Gw4ftmaq0p9+SUmBvXth27bAryf4j9wz9iNKThAcyLRp0LYt\nXHhh7cdagTifCJGK2OQEwWHs328U3F//ak8qL18cOwbNmsGYMfDQQ8G5piBYhdjkBCGMeO89OH7c\nfq9KbxIS4PTTZSQnRB6i5ATLEPuCNUybBqedBn37WtOev/3icT4RgofcM/YjSk4Q6sGy7GzGZWQw\nMT2dcRkZLMvOtqTN+9IyKM1J56zSDJbPC7zNupCSAjt3mkUQIgUJBhcsIz09PdQiBIVl2dksGDmS\nSbm5ZdtG/ZjLkSNwweWZREdTYfEndtfT5lOeNjfB2JHm/YDMzIDk9bdfPM4nq1bZkwxaqEpDuWdC\niTieCEIdGZeRwSM+oqbPJoOvmV9lu1JUUXyVl1P3ZfBJYdU2x2dk8PD8qm3aweHD0Lw5PPwwjBsX\nlEsKgiWEpGiq0PBwuVwN4sk0prDQ5/bepxZwzV+gpKTuy+EPCyG/apvRBQUBy+tvvzRrBt26iV0u\nmDSUeyaUiJIThDpSHBfnc3v7rvHcd1/92hyXEQc+UmqVBCPdiRcpKfD550G9pCDYim2OJ0qpTkqp\nHKXUd0qpb5VSWe7tE5VS25VSq9zLZV7njFZKbVRKbVBKDbRLNsEeGsoT6cCsLP56QlKFbWOSkrh0\nxIiA2hybZG2bHurSLykpsGWLyX4i2E9DuWdCiW02OaVUW6Ct1nq1Uqop8A3wW+Bq4LDW+plKx/cA\npgNnAx2AxUA3rXVppePEJieEnD6nZdNq91Qu6FNASXw8l44YEbCDyLLsbBZNnUp0gXVt1pUlS+CS\nS2DRIvMqCOFASGxyWutdwC73+yNKqe8xygvAlzBDgBla6yIgTyn1E9AP+MIuGQVraSj2hdxcWJ2b\nyZNPZtZ7etIXAzIzbVFqdemXPn3M68qVouSCgZX3zLLsbBZOmUJMYSHFcXEMzMoK+kOSEwmKTU4p\n1Rnog1FY5wEjlFI3Al8D92qtDwDtqajQtlOuFAXBMcyaZV7/+MfQymEHrVpB587ifBJu+AprGZtr\nTQhKuGN7MLh7qvJ/wEit9RHgX0AXIBnYCTxdw+kyLxlGNIRRHJhq3eeeC6ecEmpJ/KOu/dKnjyi5\nYGHVPbNwypQKCg5gUm4ui6ZOtaT9cMbWkZxSqhHwLvCW1voDAK31L177/wt86F79GejkdXpH97Yq\nDB8+nM6dOwOQmJhIcnJy2Y/FkyZH1mXdjvU33nCxZg08+6wz5LFjvWVL2LgxnUOHYOXK0Msj67Wv\ne8JazBqku1+37dqFy2tK1CnyBrrueZ+Xl0etaK1tWTB2tzeAZyttb+f1/m5guvt9D2A1EIsZ6eXi\ndoypdL4WnElOTk6oRbCdhx7SGrTevj3UkvhPXfslO9t8xqVL7ZFHKMeqe2bUJQNNp1VaxmVkWNK+\n03HrBZ+6yM7pyvOA64ELK4ULPK6UWquUWgOkuRUdWuv1wCxgPfAR8Fe38ILgGGbOhPPPhw4RbC2W\n2nLhx/EuWVyDPSEo4Y6k9RIEP/nuOzjjDJg6Fe68M9TS2Ev79sa78o03Qi2JUBuHDkFSEnRvn02f\nxlNZ90UBXZPjueGR4IeghApJ6yUIFjBrFkRFwR/+EGpJ7EfK7oQPTz8Ne/bAvHmZnHlmJs2bw1kX\nwYCGod9qRUrtCJbhbRSONLQ2U5VpaaZqdzhRn35JSYHvv4ejR62XRygn0Hvml1+MkvvDH+DssyE2\nFs46S1KzeSNKThD8YO1a+OEHuPrqUEsSHFJSoLTUfG7BuTzyCBQUmFcP/fvDN99ANXnEGxyi5ATL\n8Lj5RiIzZ5qSOL//faglqTv16RdxPgkOgdwzmzbBv/8NN98M3buXb09NhePHTV1AQZScINSK1sYe\nd9FFcOKJoZYmOHTqBCecIH+UTmbCBPPgNWFCxe2pqeb1s8+CL5MTESUnWEak2uRWrjT5Kq+5JtSS\n1I/69ItS4nwSDOp7z6xdC9OmwciRVcNZ2rUzqdnELmcQJScItTBzJsTEwFVXhVqS4JKSAuvWmakv\nwVmMHg0tWsADD/jen5pqRnKRHm21LDubcRkZNR4jSk6wjEi0yXmmKi+91CQvDkfq2y8pKVBUZOID\nBXuoT98sWwbz5sGoUdCype9jUlNhxw7Yti0w+ZyMJyn1Iwt9VBv2QpScINTAl1+aIqLhOlUZCOJ8\n4jy0NsqtfXuoKZlJ//7mNZKnLH0lpfaFKDnBMiLRJjdzpok9GjIk1JLUn/r2y6mnQvPmouTspK59\nM2eOUVwTJkDjxtUf17s3JCREtpKL8TNGQjKeCEI1lJaaqcqMDEhMDLU0wScqKjhld6TYp3+UlMCY\nMdCtmwkbqIlGjUxweCR7WBbHxfl1nCg5wTIizSb32Wfw88/w+OOhliQwAumXlBQTi1VcbJxvrKah\nF/usS9+8+SasXw/vvONfX/TvD089BceOmVFdpDEwK4sxubk8WsuUpUxXCkI1zJoFcXEweHCoJQkd\nKSnmT/KHH+xpX4p9+kdBATz4IPTt639CgtRU83DyzTf2yhYqBmRm0m3kZM5GvCuFIBFJNrmSEvPE\nfPnl0KxZqKUJjED6xW7nk33bfNtVogsK7Lmgw/C3b/71L+Mp+Y9/mBhGfzj3XPMayVOWB0oy+Zr5\nNR4jSk4QfLB8Oeza1TC9Kr3p3t1Mddmh5D75BL7Z4NuuUhIfb/0Fw5SDB2HSJBPGcvHF/p930klw\n2mmR7XzicpkyQzUhSk6wjEiyyc2aZbzXrrgi1JIETiD9Eh0NycnWK7kNG8w08MF2WYzq3HCLffrT\nN089BXv3wmOP1b391FSj5CIxKLykBJYuhQsvrPk4UXKCUIniYvjf/4yCa9Ik1NKEnpQUk8OytNSa\n9nbtgssuMx6A85ZncvnzkxmfkcGVTdO4qFkGgyZPbhBOJ/6waxc884ypfnHWWXU/PzUV8vNh82br\nZQs1a9bAgQNQ23OCKDnBMiLFJudywe7dkVNWJ9B+SUmBw4dN/s5AOXLEPDz88gvMnWti8QZkZvLw\n/PlkPOYi5/B8Ejs1HAVXW9888ogpmeNdSqcueJI1R+KUpeerk5GcINSRmTOhaVPjdCJY53xSXGxs\nnKtWme/47LMr7h861IzuXn89sOtECrm58J//wK23Qteu9WvjjDPMbzkSlVxOjokZbN++5uNsU3JK\nqU5KqRyl1HdKqW+VUlnu7a2UUouUUj8qpRYqpRK9zhmtlNqolNqglBpol2yCPUSCTa6oCN57z9iL\nIiW2KNB+6dHDZH0JRMlpDXfcYXIuvvCCb1tn69aQmWmy6xcX1/9a4URNfTN+vFH6Dz5Y//ZjYqBf\nv8jzsCwuNjk8/flp2zmSKwLu1lr3BM4F7lBKnQ6MAhZprbsBS9zrKKV6ANcAPYBBwD+VUjLSFILK\nkiWwb594VXoTGwu9egWm5B57DF580eRd/POfqz9u2DBjQ1qwoP7XigRWr4YZM+Cuu2ofqdRGaqop\nzfPrr9bI5gRWrYJDh2qfqgQblZzWepfWerX7/RHge6ADMBjwTEi8DvzW/X4IMENrXaS1zgN+AvrZ\nJZ9gPZFgk5s50+RrrKV6R1hhRb94asvVx0vvrbdg7Fj405+MK3xNXH65KdbaUKYsq+ub0aNNhYG/\n/S3wa/TvbzwRv/oq8LacgudrC/VIrgylVGegD7ACaKO1znfvygfauN+3B7Z7nbYdoxQFISgUFsL7\n78Nvf2synQjlpKSYEe7WrXU77+OPTZ7F9HR45RWTD7MmYmONMpwzB/bvr7e4YY3LBfPnG0VnRc5U\nT1B4JNnlcnLg9NOhbdvaj7U9d6VSqinwLjBSa31YeYXra621UqqmZ0Of+4YPH07nzp0BSExMJDk5\nuWxu2/NkJOvBX09PT3eUPHVdX7QIDh50cfrpAKGXx8p1D/U9PyXFrL/xhosLLvDv/HXr4MorXXTo\nAO+/n05cnH/X69kTCgvTmTULuncPzvcTqnXPNs96To6LO+6Ajh3TufNO667XvXs6n30W+s9rxXpx\nsVFyZ5zhYvjwPGpFa23bAjQCFgB3eW3bALR1v28HbHC/HwWM8jpuPnCOjza1INjB9ddr3bKl1oWF\noZbEeRw9qnV0tNbjxvl3/LZtWnfsqHX79lpv2VK3a5WWat2zp9apqXWXM9x57z2tQev//tfadm+6\nSevWrc13G+588YX5jmbNKt/m1gs+9ZCd3pUKeBlYr7V+zmvXHGCY+/0w4AOv7UOVUrFKqS5AV+BL\nu+QTrKfyqCGcKCiA2bPhqqvMlFkkYUW/JCQYL0t/nE8OHTJekgcOQHY2nHxy3a6llHFA+fxz+PHH\n+skbLnj3TXGxKaXzm9+Yz28lqamwZw/89JO17YaCnBzzmpbm3/F22uTOA64HLlRKrXIvg4B/AJcq\npX4ELnKvo7VeD8wC1gMfAX91a2hBsJ35803As3hVVo/H+aQmjh83WfLXr4d33zUpwerD9dcb+90b\nb9Tv/HDkjTdMurNJk6wva+QJCo+EUIKcHOjZ0+Tm9AcVbnpEKSW6T7Cca6+FRYtMGiU76qZFAlOm\nwMiRsGMHtGtXdb/WcNNNxjPy1Vdh+PDArnfZZUZZbt5cu8NKuHPsWHlg8xdf+F9pwF9KS4235rXX\nmvqA4crx4+Zz3HwzeFdjUkqhtfb5rUX4T0cQaufoUfjwQzMCEQVXPbVlPpk40Si4iRMDV3AAN95o\nvDnDeBbcb154AbZvr1spnboQFWW8LMPdw/Lrr8396k98nAdRcoJlhKtNLjvbBMpG6lSlVf1y5pnm\nD9iXknv5ZXjoIfOEHUiGDm9++1sTsxjJMXMul4sDB+DRR01sZl3+vOtKaiqsW2dspuFKXe1xIEpO\nEJg1C9q0qduN0xBp1sxMqVVWcvPnw+23mz/pf//bupFIQoJJkv3uuyaxcyhZlp3NuIwMJqanMy4j\ng2XZ2Za1/eSTJiawPqV06kL//mZK+cswdufLyYHevU3CAL+pzu1Sl7vst8V4Sc53r/cAbqntPLsW\nJIRAsJDDh7VOSND6jjtCLUl4MHSo1iefXL6+cqXWTZtqnZys9aFD1l9v+XLjLv7669a37S9L587V\nY5KSjCDuZUxSkl46d25AbY4dOFCPOjdN94saqC8fUP+2/OXAAa2V0vqhh2y/lC0UFJh7deTIqvsI\nMITgNWAhJiMJwEbg7jroUUFwLB9+aIz+kVJWx25SUoydbM8e2LLFpOFq1cpM+TZrZv31zjvPVH4O\n5ZTlwika+EsqAAAgAElEQVRTmFSpztCk3FzmPDmVgwdNyqy6sCw7mwUjR/LIwoU89sVSVpQupEfe\nSEtHh75o0cKEgYSrh+WXX5p7ta5Tuv6Y2VtrrWcqpUYBaK2LlFINJEe4UBe8MzeECzNnGo+2888P\ntST2YWW/xB3Ppi9TeHBAIeu3xlGqs5j3ZWbASYSrQynjgDJxolGudY25s4KYwkKf279eWlCWdqtx\nY1PSplkz34v3vm9fncLrbqXpwuTWeXJrLuOnTrW9WGz//vDOO8bbMtw8VnNyzO9hwIC6neePkjui\nlCqbAVVKnQscrNtlBMF/lmVns3DKFGIKCymOi2NgVpYtN/+hQ/DRR/CXv4TfDR8KlmVns+PlkXxF\nrkm3DtzTPpe9eUBP+/6cb7wRJkyAN980iZ6DzfFY34lMO/eIZ/AtJr7yyBHz6r3k55vga8++I0fM\nXGcavpVmdEGBnR8DMM4nL70EP/yAO31d+JCTY+IuW7as44nVzWPqchvYWcBnGMX2GWa68szazrNr\nAfTYgQMDmg8XnIsd9o/qeOMNc4lPP7W86Yhk7MCBFfrFs4zLyLD92mlpWnftGpq0VHfdMldfTcXf\n5Oh6/CZLSowN+L600H2P339vT9owuzl2TOu4OK3vucf3fgKxyWmtvwHSMBlMbgN6aK3X1FGXWsoj\nCxeyYKT9c9hC8KnO/rHIO/LTImbOhE6dyrO0CzVT3bRdMEYgw4bBxo0mUDqY7NwJL8/K5JezJhvv\nyrQ0xmdkMGjy5DrPLkRFmWnLK+/PYmxSUoV9Y5KSuHTECCtF90m3bsaGGm7xcl98YaqE1CfEotbp\nSqXUMEw1AI9jcIo7ujykCXcm5QZnDlvwHytsP9X9kUYds/aPdP9+WLgQsrIif6rSKptccTX1h0ri\n4wNuuzb+8AdTWfz118tTVAWDv/3N/Lm+OCOTrl2t+a/x/GeNnzqVbbt20altWwaNGBGU/7JwDQrP\nyTGyX3BB3c/1xyZ3NuUlb+KBi4GVQMizygXjCVIILtX9kX6+Lp61a02MjBV88AEUFUVuALgdDMzK\nYmxuboWR9pikJAYFYQTSrBn87ndm9P3ccxAEvcry5abg65gx0LWrtW0PyMxkQGZmSJy1UlNh3jzz\noFdn+1aIcLmMZ2+LFvU4ubp5zOoWIBFYUNfzrFoI8hy2EFyWzp2rhyVUtH/c0TpJt2s6V0dFaX3n\nnVrv2xf4dTIytO7SJTJKjwSTpXPn6nEZGXpCWpoel5ERVNv4woXmJzFzpv3XKirSundvrTt10vrI\nEfuvF0yWLDHf40cfhVoS/zh6VOvYWK3vv7/6Y6jBJlefTH1HgS71OM9SgvUEKQSXZu0zefcYFHWb\nStd2BZTEx3P1iBE8lJrJgw/CP/8Jb79tskPcfHP9phr37IHFi+G+++zJExjJeEYgoeCii6BDBzNl\naXdc47//DWvXGnf7Jk3svVaw6dfP3Deffw6DBoVamtr57DOTmLneA97qtJ8uHzl96LVkA5uBx2s7\nz64F0LefFdwnSME/cnJyAm7j2mu1btZM6/37fe9ftUrr884zT6Jnn631ihV1v8aLL5rzV64MTNZw\nwYp+cQqjRpnirTt32neN/HytExO1vuQS+0f6oeqbM8/U+tJLQ3LpOjN2rOnzmjLqEGDGk6e9lseA\nAVrrB+qpUy0h6Zr54nASgWzebPJI3n47ZUG2lUlONraSN9+EbdvgnHPg1lvhl1/8v87MmcbGUt9a\nZ0LoGDbMZBiZPt2+a4webWLapkyJ3JF+//7GY7Gu2VpCgcsFffsGkFGnOu3n1AXQN9xQvycCwdnc\neafWjRppvX27f8cfPKj1ffdpHROjdYsWWk+ZYmwpNbFrl9ZRUebpUAhP+vUz9jI7+OILM8q/7z57\n2ncKnhjRtWtDLUnNHDli/hNGjar5OOozklNKHVFKHa5mCWmxhrVrQ3l1wQ727DHlWq6/3thd/KF5\nc5PBfe1aY2fIyjIeWMuWVX/Ou++alEbiVRm+DBtm+nz1amvbLSkxYQrt2llXLsipeMIwnB5K8Omn\nxgs6EAfUapWc1rqp1rpZNUvz+l8ycL7/3nxwwVkEUrfshRdM8tX776/7uaefDgsWwHvvmVRdaWnw\npz/Bzz9XPXbWLHP8GWfUW9SwI1zr/FXH0KEQG2t90uaXX4ZvvoGnnrIn2bQvQtU3SUlw4onOT9bs\ncplCxuedV/82/PZNU0qdpJQ62bP4ec4rSql8pdQ6r20TlVLblVKr3MtlXvtGK6U2KqU2KKUGVtfu\n8eMm+4EQGfz6qyllP3hw/fPpKQVXXQXr15un8Pfeg+7d4fHHTTDvsuxs7k/PgKXp9D6ewfJ5ki0n\nXGnVCq68EqZNs+5hd+9eY4sbMACuvdaaNp2MUmY05/SRXE6OmaVp2jSARqqbx9TlNrDBmHyVv2I8\nK0uB72o7z33uBUAfYJ3XtgnAPT6O7QGsBhoBnYGfgCgfx2nQesaMQGZ6BScxdaqxD3zyiXVt5uZq\nPWSIabd7+7l6ZLvg5MMUgsOcOaYr58yxpr0//9l48DndRmUljz1mvsPdu0MtiW8OHTJ9MmZM7ccS\noHflI0Aq8KPWugsm48kKPxXocmC/j12+fJaGADO01kVa6zy3kuvnq93oaFPGXQh/iovh6aeNt1cg\nUxKVOfVUk9Vk3jxoc2AKz+0MTj5MITgMGmSm26yYsly5Ev7zH7jzTujVK/D2woX+/c1rsPOB+ssn\nnxg7aX3yVXrjj5Ir0lrvAaKUUtFa6xygb2CXZYRSao1S6mWllMdZvD2w3euY7YBPF4Tu3UXJOZH6\n2BfeeQfy8uABm4JSLrsM0s4KXWJhJxBpNjmARo2M3fXDD2Hfvvq3U1pqnE1OPNHUrAs2oeybvn2N\nvcupU5Yul+lnjzKuL/4ouf1KqWbAcmCaUmoKcCSAa/4LkzElGdiJib+rDu1rY+/e4mEZCWgNTzwB\nv/kNXHGFfdcpTQhdYmHBPoYNM/b5mTPr38Ybb5iRzOOPVx+bGak0bgxnnulcJZeTY5JJN24cWDv+\npPXKAZoDdwHXu9//vb4X1FqXhe0qpf6LyaQC8DPQyevQju5tVfjhh+Fs2dKZ0aOhTZtEkpOTy5Kc\nep6MZD346+np6XU6fvFiWL3axf33Q1SUffKdmJ5elljY7IWF7rRwTvr+7Fz34BR5rFhPToYuXVxM\nnQp/+Uvdzz9wAO6+20WPHnDjjaH5PJ5tofo+Tz7Zxbx5UFycTkyMc/q3T590vvkGrrvOhcvl+/fs\ncrnIy8ujVqoz1ulyR4+JwHfAJ8CdQJvazql0fmcqOp6083p/NzBdV3Q8icWM9HIB5aO9MqOzFLsM\nby6+WOv27bUuKLD/WqFMLCzYx1NPmf+CDRvqfm5WltZKaf3NN9bLFS5Mn64dmeJu7lwj18cf+3c8\nNTie1EVZnQlMAn4Alvh5zgxgB3Ac2AbcjCnRsxZYA3zgrTSBMRiHkw1ARjVt6rw8I/m//hXQ9yhY\nTF3y8H39tenDJ56wTx7BEEm5Kyuzc6fxwBs9um7nrVljMt/85S/2yOUvoe6bzZvNffjCCyEVowr3\n3msqgR875t/xNSm5uuRw/wXYBewFTvTnBK31tVrr9lrrWK11J631K1rrG7XWvbXWZ2qtf6u1zvc6\n/lGt9Wla699orRdU1+7JJ5tsF+J8Er48+aTpw9tuC7UkQjjTti1kZJhcpv7mYdTaeFK2bAmPPGKv\nfE7nlFPMd+i0oHCPPc4Ks3mtSk4p9VellAtYArQGbtVaW1S6sn4oZTJWiJJzFt52hprIzTVelX/5\nSz2LIAp1wt9+CVeGDYPt280foz/MmGGSfD/2mAksDyWh7huljPeik5xP9u+HVasCDx3w4M9IrhNw\nl9a6h9Z6gtZ6vTWXDozevY2S0z79LwUn88wzxnU5KyvUkgiRwODBxjPSn5i5Q4dMHcG+fU09QsFk\nPtm0CfLzaz82GCxfbv7Xg6bktNajtdYWp0INnF694MAB8wQnOIPKnny+2L0bXnkFbrgB2re3XyYh\nMuPkvImPNwm333sPDh+u+diHH4adO+H5501SiVDjhL5xWrLmnBzTp+ecY0179air7Aw8mQlkyjK8\nmDrV5JK8775QSyJEEsOGwdGj8L//VX/M99/Dc8/BLbdY9wcaCZx1lgm6dpKS698f4nyHt9YZpcNs\nvk8ppbXWHDhgDMf/+Id92TIEazlyxDgNpaXB+++HWhohktDaZELq0MG3bU5ruPRSU2Xgxx9NhhOh\nnHPPNZUdaipTFQz27YPWreGhh2DcOP/PU0qhtfZZ4jZsR3KJidCpk2Q+CSdeecUYlf/2t1BLIkQa\nSsGNN5pUUL7ig999F5YsMd6UouCqkpoKX30V+hJmS5daa4+DMFZyYKYsZbrSOdRkXygqMomYzz+/\n3AYgBAcn2H2CwQ03mNc336y4/ddf4Z57TAqr228Pvlw14ZS+6d8fCgqsL0RbV3JyTBqvs8+2rs2w\nVnK9e8OGDSZ/neBsZs2CrVtlalmwj1NOMSOAN96o6HX96KOwbZspzBvjTyLDBohTnE9yckw1kthY\n69oMayXXq5cZIfzwQ6glEaD6mB9PIuYePeDyy4MrkxD6WKxgMmwY/PRTeXDzxo2m0vcNN1hbyskq\nnNI3HTuaJZRKbvdu+PZba6cqIQKUHMiUpdNZsMDYTk0i5lBLI0Qyv/89NGliYua0NrGYcXGmyoBQ\nM/37hzbzydKl5lWUnBfduxvXV1FyzqA6+8ITTxivtz/9KbjyCAan2H2CQdOmcHG/bNa9ksEdPdPZ\nMz+DW67Opl27UEvmGyf1TWqqMSns2BGa6+fkmAeUs86ytt2wVnKxsaYWmXhYOpevvjI/3rvvtnae\nXRB8sSw7m1N/GMnnJQv55/dL+YqFJLhGsiw7O9SiOZ5Q2+VcLrjgAjNwsZKwVnIgHpZOwpd94Ykn\nTH7K//u/4MsjGJxi9wkGC6dM4dkduRW2PZqby6KpU0MkUc04qW/69DFTu6GYsszPh/XrrZ+qhAhR\nctu2mRRfgrP46ScTn/TXv5qKA4JgNzGFhT63RxcUBFmS8CM21uT0DMVIzjNrK0rOB73d9RBkNBd6\nKtsXnn7aTD1IIubQ4iS7j90UV5MLqsSKmi024LS+SU01WWGqeVawjZwcaNbMjCatJuyVnHhYOpP8\nfHj1VePS3bZtqKURGgoDs7IYm5RUYduYpCQuHTEiRBKFF/37m7jjlSuDe12XCwYMsCeOMexDIzt2\nNDYfUXKhx9u+MHWquVkkEXPocZLdx24GZGYCMH7qVKILCiiJj2fQiBFl252G0/rG2/kkWJmJduww\nsc522e3DNkGzNwMGmKrAn34aIqGEChw5YvKKXnSRsckJghA+dOlibHPvvBOc602fDtddB19/Xf/w\ngYhM0OxNr14mUj7M9HXE4bEvvPSScQSSRMzOwGl2H6EcJ/aNJyg8WP+nLpdJuJ+cbE/7tio5pdQr\nSql8pdQ6r22tlFKLlFI/KqUWKqUSvfaNVkptVEptUEoN9Pc6vXqZir9bt1r9CYS6UlRkKn+npUnN\nLkEIR1JTzRTitm3BuV5OjpmNs6uIrd0juVeBQZW2jQIWaa27AUvc6yilegDXAD3c5/xTKeWXfOJh\n6QzS09N5+21TrV1Gcc7BaXYfoRwn9k0wg8K3bzehRnaEDniwVclprZcD+yttHgy87n7/OvBb9/sh\nwAytdZHWOg/4Cejnz3XOOMO8SuaT0OJJxHzGGXDZZaGWRhCE+tC7tyl3E4ygcM9srZ26PhQ2uTZa\n63z3+3ygjft9e2C713HbgQ7+NNi8uSmzISO50PL44y6+/dYkYlY+TcBCKHCi3UcwOLFvGjUy9dyC\nMZLLyYFWrcpn4+wgpCEEWmutlKrJvOlz3/Dhw+ncuTMAiYmJJCcn07t3OuvWlf9oPNMAsh689bff\nhhNPdNG+PUDo5ZF1s7569WpHySPr5eur3VVKnSKPZz01NZ2nnoIFC1zExdl3vXnzXPToAVFRdTvf\n8z7PVxn4StgeQqCU6gx8qLXu5V7fAKRrrXcppdoBOVrr3yilRgForf/hPm4+MEFrvaJSe1VCCADG\njjXlNH791eRfE4LHsuxsZj08hW9XFNKxexy3PZ3l2LgkQRBq58MPYfBgWL4czj/fnmts2QKdO8Pk\nyYFnRXJaCMEcYJj7/TDgA6/tQ5VSsUqpLkBX4Et/G+3Vy8TKbdhgqaxCLSzLzmbByJE8v2IhLpby\n1g8LWTBSsr4LQjhz7rnm1U67nJ35Kr2xO4RgBvAZ0F0ptU0pdRPwD+BSpdSPwEXudbTW64FZwHrg\nI+CvPods1SAelqFh4ZQpTMo1Wd9d7m2THJz1vSHiPcUjOAun9s2JJ8Jpp9lrl8vJgdatoWdP+64B\nNtvktNbXVrPrkmqOfxR4tD7X6trVZNEWD8vgIlnfBSEy6d8fFiwwXtNWO5JpbZRcejpE2TyfGBEZ\nT8B4BJ1+uozkgo131vd0r+1OzfreEPEY7QXn4eS+SU01idY3b7a+7bw8k7wjGB8/YpQcmClLUXLB\npf/NWVyDZH0XhEjDzqDwnBzzarc9DiJMyfXqBT//DPv2hVqShsOBkkzmMZkR52Qw/MwzGZ+RwaDJ\nk8W70kE41e4jOLtv9m3J5pyoDOb9LZ1xGRmWOpPl5MBJJ5nZN7sJ+1I73njXlktLC60sDYXZs6FJ\nm0wmf5bJsmUuR0+/CILgH8uys1l8z0i+KM2FHcAOGOt2MAv0AdbbHheMpBERUWrHw44d0KGDqWV2\n551BFqwBUlhovLCuucZUHhAEITIYl5HBIwsXVtn+x1MyGHDvfLp0gVNPNXFujRv73+6y7Gw++McU\nVn5SyCmnx3HLk9bE1NYUJxdRI7l27UyKGPGwDA5Ll8LhwzBkSKglEQTBSqrzmt67taBK4HbbtqYG\nnUfxeb927FheXcATU/uMe0TI9zB2pDWjw5qIKCWnlJmyFOeT4DB7tnmKu/his+5yyXSlE5F+cS5O\n7ZviatJG9R8Yz9tvwKZNxuvS87p5swkcnznTJOXwEBNj8gp36QJNv5/C+z/nVmhvUm4u46dOFSVX\nF3r3hldfhdJS++MvGjJaw5w5kJEBCQmhlkYQBCsZmJXF2NzcskQPYLymB40YwUknGacRT1YUb4qK\nTPkcX0qQ/NDE1EackuvVC44cMXnRunQJtTSRy8qV5sf8yCPl25z4RCpIvzgZp/aNZ2Q1fupUogsK\nKImPZ9CIEbWOuBo1Kp+6rMy4jDioauazPaY2IpUcGLucKDn7mD3bjJQlUkAQIpMBmZmWTiPWNDq0\nk4ib0PPkQRO7nL3Mng3nnWdyz3lwcsxPQ0b6xbk0pL4ZkJlJxuTJjM/IYGJaWtBiaiNuJNesmfHs\nESVnH5s3m5HyU0+FWhJBEMIJq0eH/hBRcXIefvtb+OEH+P77IAnVwJg8Ge66CzZuNJnKBUEQQonT\n6snZTq9e5g9YEuHbw+zZ0KOHKDhBEJxPRCq53r1NrIaM5Kxn3z5Ytsx3AHhDsi+EE9IvzkX6xn4i\nUsl5e1gK1jJvnnmAkCwngiCEAxFpkysuhqZNTf5KcY6wlj/+ET791MTISbC9IAhOoMHZ5GJiTCiB\neFhaS2EhzJ8PV14pCk4QhPAgZH9VSqk8pdRapdQqpdSX7m2tlFKLlFI/KqUWKqUS69t+r14yXWk1\nOTkmm0x1U5ViX3Am0i/ORfrGfkL5PK6BdK11H611P/e2UcAirXU3YIl7vV706gW7dsGePRZIKgDu\n2nFN4KKLQi2JIAiCf4TMJqeU2gz01Vrv9dq2AUjTWucrpdoCLq31byqdV6tNDmDRIhg4ED7+ODgl\n1iOd0lLo1AlSU+F//wu1NIIgCOU41SangcVKqa+VUv/n3tZGa53vfp8PtKlv4+JhaS3ffGOK0opX\npSAI4UQoldx5Wus+wGXAHUqpC7x3uodr9R5mtmlj8iqK84k1zJ5tih9efnn1x4h9wZlIvzgX6Rv7\nCVnuSq31TvfrbqXU+0A/IF8p1VZrvUsp1Q74xde5w4cPp3PnzgAkJiaSnJxcVrLC86NJT0+nd2/4\n9FMXLhc+98u6/+uzZ6dz/vmwbp0z5JF1/9dXr17tKHlkvXx99erVjpInXNY97/Py8qiNkNjklFKN\ngWit9WGlVBNMlaG/A5cAe7XWjyulRgGJWutRlc71yyYHJr/iSy/B4cPi8h4ImzZBUhI88wzcfXeo\npREEQahITTa5UI3k2gDvK6U8MkzTWi9USn0NzFJK3QLkAVcHcpFeveDoUfMnLXkW68/s2eZV7HGC\nIIQbIRnfaK03a62T3csZWuvH3Nv3aa0v0Vp301oP1FofCOQ6vXubV7HLBcbs2XDGGaaEUU14TyUI\nzkH6xblI39hPRE/i9ewJSomSC4S9e2H5chnFCYIQnkRk7kpvunaFM88M39iuZdnZLJwyhZjCQorj\n4hiYlRXUooNvvAHDhsGXX8LZZwftsoIgCH7jRJtc0OjdO3xHcsuys1kwciSTcnPLto11vw+Wops9\nG9q3h7POCsrlBEEQLCWipyvBOJ/89JNxQAk3PnpuSgUFBzApN5dFU6cG5foFBbBgAQwe7J93qtgX\nnIn0i3ORvrGfBqHkSkth/fpQS+IfWptSNrffDl/lFPo8JjpIJc8//hh+/VXscYIghC8Rr+TCxcNy\n0yb4+9+NDfH88+Gtt6DxSXE+jy2Jjw+KTLNnQ7Nm/uf+9ARsCs5C+sW5SN/YT8QruVNPhYQEZyq5\ngwfhv/+FAQNMsPXf/w6nnAKvvWYqKNz3UhZjk5IqnDP61CQuHTHCdtlKS2HOHBg0COJ861pBEATH\nE/FKLjrahBI4JVFzcTF89BEMHQpt28L//R/88gtMmgR5ebBkifFmbNbMOJdkTJ7M+IwM7uiRxtlk\nUHTJ5KA4nXz1lVG0dZmqFPuCM5F+cS7SN/YT8d6VYOxy2dmhlWHtWnj9dZg2DfLzoVUruOUWuPFG\n45qvfDq/GkU3IDMTreGyy+Clt+G+vxsFaSf+JGQWBEFwOhEfJwfw3HMm5+KuXaY6gV1Ujmnre30W\nm3Zn8sYbsGYNNGoEmZlGsWVmQmxs3drfuNFkHrnmGhO/Zic9e5rv6uOP7b2OIAhCoDToODkory23\nbp19Ss5XTNs1C3OZB/Tol8nzzxvl1Lp1/a/RtSvcf7+Z2rz1VmPLs4OffjLeqLfdZk/7giAIwSLi\nbXJQUcnZxcIpVWPaZpLLredPZcUKuOOOwBSchzFj4OSTTXtFRYG354v6JmQW+4IzkX5xLtI39tMg\nlNxJJ5kRnJ1KLqbQd0xbi2hrY9oaN4bJk+Hbb+GFFyxtuozZs03ohbtknyAIQtjSIJQcmNGcnUru\nYHHwYtqGDDGu/RMmwM6d1ra9Z48JRq9PALjE/DgT6RfnIn1jPw1KyX37LZSUWN92aSl8cSCLa1XF\nmLYxSfbEtCkFU6aYtFt/+5u1bc+daz6PZDkRBCESaDBKrndvoxQqmc0s4ZVX4IvvMulyp4lpm5iW\nxviMDAZNti+mrWtXo+DeeguWLbOu3dmzoWNHSEmp+7liX3Am0i/ORfrGfhqEdyVUdD7p1s26dnfu\nhPvug/R0mDQ5E6WCVwZn9Gh4803jhLJypQlRCIRjx2DhQhg+vPq4PUEQhHCiwYzkevQwmfStznwy\nYoQZIb74YvAVg7cTyvPPB97ekiWmWkN9pyrFvuBMpF+ci/SN/TQYJZeQYKb4rHQ++eADePdd4wDS\ntat17daFwYNNJhQrnFBmz4bmzc2oVBAEIRJwnJJTSg1SSm1QSm1USj3g65hxGRksq0eeLm8Py2XZ\n2YzLyGBienq92jt40EwT9u5tpitDhccJpbDQBIrXl9JS+PBDozDrmonFg9gXnIn0i3ORvrEfR9nk\nlFLRwPPAJcDPwFdKqTla6++9j3tk4cJ6Vcju1cuMvBb8L5tlowKruD1qlEkT9sEHgdvCAuW00+CB\nB+Dhh03C57S0urexYoXJqSlelYIgRBKOyl2plEoFJmitB7nXRwForf/hdUyZxDel9mTAC/eilEKh\nan39+mvFU08qro2dxPTVa6pc/96LBjBu7gc0j2tOdFR0tXIuX25Sat1zDzz9dPn2yrkrB2ZlBexd\n6W+bR4+afJNNmsCqVdUr3uraGzXKfJbduyExMSCRBUEQgko45a7sAGzzWt8OnFPdwZt3fMdrc26u\n2xWuhh2v+t71Te4yWj3RCoBmsc1oEd+CxPhEWsS5X+Nb0CwmkXfeakHLKxI55fctmPmt2b7lk+/4\n6e+TeTKvXPwxuT+htSbtiivqJqMbX/kwqxtxepxQhgyBqVONAq5Le7NnZ5KWVj8FZ7VyD+XDQihl\nFATBepym5PwaVg4HOgPH1cmMjx3G6Weczjnnn4PWmi8++QKtNf3O74fWmhWfrkBrzdnnnU1JiaZv\n8pcc108D3wHgcreZDnRpfwZnnJjGkeNHaPmblhwsPMjGbzbya9GvHOtyjA17NrBt5W6Oxx+BnqWM\nXARsNuf3/QS+yqvY3qO5m+h++5X8NDCK2NNiiYmKgc0QEx1Dk65NaBTdiKLcIqJVNImnJ9IoqhFH\nNx4lJiqGE3ueSKMn1zAqdy8ud3sAl+bmMnrkjXQvHkK0iib/u3yiVTQnn3kyUbHRtLvyZ/42M5ot\nSaeS2DyabWu2ERUVRdeUrqx76BVuzc2t0t4j94xkg1ZcfHkcU2euJzY6lv4X9Cc+Jp6Vn68kNjqW\niy68iLiYOD5f/jlKqTKvsMmPPcZXzz/PWzt2lH32F7/9Fl58kQGZmWU2B8/xta17t+fpn0Dac7lc\nrPn8c355+WUmuT87wAK3ci9t0iTk7XnWl2Vn89LEiUQXFdGxTRsGZmUF1J5nffXq1dx11131Pl/W\n7Vt/7rnnSE5Odow84bLueZ+Xl0dtOG268lxgotd05WigVGv9uNcxWmOyidQn2PrccyH6aDbpRyuO\naI1AoSwAAA60SURBVPxpb906EyQ99FrNv/97lAMFBzhYeJADBQeY8fvbmfrVt1XOGX7mKXR4+jqK\nSosoKimiuLS47H1RqVmKS4vL10vKt7X8xxrm/Hi4SpuDkuJYf8dJFJcWU6JLKCktKXtfXFJCwfFi\nVFQJWpVWOC/tVXBtqfq50k+BpTf5/x3GRscSHxNPXHQc3V4+xCc/mLydLsqV58U9mnPk7t8QpaLq\ntBQ/9jnZa3dXuebg5LY0G3+Rz2noKBVV4zR1/oPZvLdqW5U2f5/SibYPXYl2P1t57gWNrvC+8r49\nE+bzweqfq7R3Xb+upE7NomlsU5o0akLT2KYVliaxTcr2VZ4O9znKTkoiI4CEAp7R5vb8/DKl6bQR\nsV1tWo1dMwFO75twIZymK78GuiqlOgM7gGuAaysfND4jg0EjRtSrA3v1gvffz+TR12D881OJLiig\nJD6+1vZKSoxTR2IiPPuMoklsE5rENqEDHQCY17I9UFXJdWr7Gx6+eFKd5QQY93YG/LiwyvazT0tn\n/t3zqz1vwgR46O/w8ceaAWmlZQrwoU+uhC1VC8RFHelP16XP8N9XCyksLqSguIDCEvdrcWGF9559\nnvf7Y94H8oFyBQfQojSa2IRWlOrSKktxabHP7aW6lPbHfvX5mYoOH2DF9hVlCqjya6kurXbfmQf2\n+2zz0P6dLFs/CwCFuT+UO9jRoyR97Tvj0B6f7f2cv5ERH/mXxi0hJqGC4mvzwjYW5x6scMyk3Fxu\nfOQ+tnU6QMuElrSMb0mrhFZl7xtFV+/xVJepbn8JpzatVkhWythQv0e72qwNRyk5rXWxUupOYAEQ\nDbxc2bMS4OH51f/B10avXvDf/0K3szJJm+//l/vCC8YDcdo03yVzBmZlMTY3t+roMIDclfVtc9Qo\nU1T1zjsVq1dHE9fIjBouv+sexm7eUqG9v3VO4qu8Mdw74BwGnFJ3GcdN3QTfVVXEPU/px8PXfVT3\n9t7LgI1V2+t7WhofZdWv38ctzoDNVds8t9vFLLq/7m2OW5ABm6q217/7Jfzv/hkcOX6kyvLr8V99\nby8y23Xxdp/X2rpzA9e/f73PfU0aNamg9FoltKJlfEtaJrTk57/PZkalHHaTcnMZPukB1p64mWNF\nxzhWfKzqq69t7teO/9rJp7lFVdo89+7BfL+uKdEqmuio6LLXmKiYWrc1e24Di3wo98HjbuW14suI\njY4lNjqWuOi48vcxcdVu37RsDT8/+hLPbi0PGr17w7esGv8XTr+wHyWlJZTqUkq0+9W97mubZ/3T\nR57jdR/f5fUP38OKxPVlD1ilurTCA1d167kT3mZWbl6V9oaMv43/FKZzvOR42VJUUlRxvbTI577u\nLx9mRW5plTYvGz2M/xRm0DqhNSc0PoHWjVtXWU5IOIG4mIoJ5sNNEdeEo5QcgNb6I6Du/45+0ru3\neV23Dtq18++cLVtMHbdBg+DaKuNKg6eTxk/1f3RYG/VtMyHBxM4NHmxe7723+vZiu4/gyJTMeocO\neCtiF2Y0F4hyd9LDQp3by7qr7I+jrox7JQN+qKo4+3W9kP/c8S/2F+xn/7H97Du2r+z9/oKK6z/u\n/bHsfb9fjpW14aJ8lJ234zte9xptNopqREKjBBJiEqq8NoltQuvGrcvWj8cuBKpmHOga357U5D9U\nmD4v0WYpLi0uX/eaVvdsa1zsO01Q0eEDLN60mOMlxyksKSz7My8uLa7xe+z7Jny1teK2Z7fu4Ox/\njOfrqjPMfpFWTZKF7bt+ZNri2jOkl02pK/N63t7yBwUX5X1TcGgP63/+ktjoWBpFNSpT3rHRsSQ0\nSqiwXnn/3oR3MX56FWlUeJwV21ew5+geDhYerLLfQ7PYZhUUX6MnVzM7t+IHn5Sby7BH7md9m/Kp\nf88sB5TPdFS3/ZNHnuM1Hw8Ltz42lt1dCswDkNeDUG3rqxcvZ9XYSTyxeSs1zZU5TsnZjXcOy4ED\naz9ea/jrX837f/+75tRdAzIzLR9617fNK6+EK66AiRNh6FDo0MF3e0OGmCKsycn1lw+M4ty2axdL\n2rYNSLk76WEhmDJWpzivuOteurfuXuf2Ri+9FLYsrrK972kDeOe+/5UprppCZSoz7l8Z8G3Vf/zO\n7Xvy8KBn6ywjwLg3fSv3vqel8ZGPKfmS0pKy0Uxhcbny8yjC1+ffBLkrq5x3futkJt/8AlEqimgV\nbV6joius+9oWHRXNs8v/BFuWVmkztdvFZI+eXaa8Kisz7ynvCp95eQbk+XigOe1CFoyo52zFs9/D\nuqpK7swu/ZnjngE5XnKcfcf2sefonrJl79G95evHzOvuo7s54cg+n9fZsvN73sj+S71krO5h4aft\na/jDO3+oc3t934SvNvtxoNY6rBYjcmC0a6f1jTf6d+z06VqD1s89F/Blg05urtZxcVoPHep7/6+/\nap2QoPWddwZXLsE3S+fO1eMyMvSEtDQ9LiNDL507N6C2xiQlmR+vexmdlBTxbY4dOLBCW55lXEaG\nY2QM5+/x/kvS9c7DO/XOwzv1jkM7ypafD/1ctmw/uF1vP7hdbzu4rWzZemCrvveiAT7bvOvC8/Sa\nXWv0Nzu+0V9u/1J/tvUzvXzLcp2zOUcvzl2s52+cr7N/zNazN8zW761/T8/6dpaesW6G/vNZvylr\nw60XfOuM6nY4dbFCyWVkaN2nT+3H7d6tdevWWvfrp3VxccCXDQkTJphe/vjjqvtmzzb7Fi0KulhC\nELBSaYZLm3YoEKtltKM9q9sMN0Vck5JzVAiBPyildKAy33+/CZg+cgRiapiwHTYMpk83ZWw805zh\nxrFjJhNKfDysWVMxE8ott5g0Z7t3W5OazOVylcWzCM6hofXLsuxsFnlNJV8a4FSynTi5b+z4Hq1s\n09uRRQG6mhCCkI/M6rpgwUju9dfNA8D331d/zMKF5pixYwO+XMj58EPzWZ58snxbcbHWJ56o9bXX\nWnednJwc6xoTLEP6xblI3wSGZ/SKjOQqsmqVCeqeOROuvrrq/l9/NSO3Ro3M6Cc+PqDLOYLBg+Hj\nj2HDBlP5+9NP4fzz4e234ZprQi2dIAhC/akpGNxxpXaCwemnQ3R09bXlJkyAzZvhpZciQ8GByWtZ\nUlJeFmj2bKPEBw0KrVyCIAh20iCVXHw8dOvmW8l9/TU8+yzcdpupNBApdOligsSzZ2bzl74ZrJua\nzkXNMljzSd3r8lWHd145wTlIvzgX6Rv7aXBxch569YKvvqq4rajIpO5q0wYef9z3eeFM/17ZDIkZ\nyb++ccdiFcDYkYFlHBAEQXAyDXIkBybzyebNcNgr//Ezz8Dq1SaFVyTWVFv6nym8VVw148CiqVMt\nad+pXmINHekX5yJ9Yz8NVsl5QgK+MxV32LjRZAf53e/gqqtCJpatxBQW+tweXVAQZEkEQRCCQ4NX\ncmvXmmjC22+HuDgTPxepFMfF+dxeYpF3jdgXnIn0i3ORvrGfBqvkTjkFmjUzzievvgo5OfDEE9C+\nfagls4+BWVmMTUqqsG1MUhKXBpD82JvVq1db0o5gLdIvzkX6xn4arOPJJx9lc07UFDa9UsjXx+M4\nt2cWt94a2c4XdiQW9ubAgQOWtCNYi/SLc5G+sZ8GqeQ86WAWHSx3wrj/cC6ffBT5XoZ2VEr4//bu\nJsSqMo7j+PeHVJC0iWCKsCwoqkXMbFwk0bSxcWMvi8KVkFiLXha1yJDeaBNEURYEMRaC0dvCMIKc\nSSrKhWZOaaBkMpe0ptFFmyCk4t/iPIPH8U4kjPc55zm/z+ac88y5w/9y5uE353Dv8zcza6pOPq6c\n2Lz5jJYmAC/+vHifMuyqXq+XuwTrw9eluXxtzr9WLuuVuwYzM2uWhZb1al3ImZmZ/V+dfFxpZmbd\n4JAzM7NitSbkJI1JOizpiKQnctdjp0nqSTogaUrS3tz1dJmktyTNSjpYG7tU0qSkHyVNSCpw0brm\nW+DaPCvpeJo7U5LcF2SRtSLkJC0BXgfGgJuAtZJuzFuV1QQwGhEjEbEidzEd9zbVPKnbCExGxPXA\nrnRsg9fv2gTwcpo7IxHxaYa6itaKkANWAD9FRC8i/gLeA+7MXJOdqX/reRuoiPgK+H3e8Bpga9rf\nCtw10KIMWPDagOfOedWWkLsSOFY7Pp7GrBkC+EzSPkkbchdjZxmKiNm0PwsM5SzGzvKIpO8lbfGj\n5MXXlpDz9xyabWVEjACrgYck3Zq7IOsvqu8MeT41xxvANcAwMAO8lLec8rQl5H4BltWOl1HdzVkD\nRMRM2p4EtlM9XrbmmJV0OYCkK4ATmeuxJCJORAKM47mz6NoScvuA6yQtl3QhcB+wI3NNBki6WNIl\naX8psAo4+N+vsgHbAaxL++uAjzLWYjXpn445d+O5s+hasUBzRPwt6WFgJ7AE2BIRhzKXZZUhYLsk\nqP6e3omIibwldZekd4HbgMskHQOeBl4APpC0HugB9+arsLv6XJtngFFJw1SPkKeBBzOWWCQv62Vm\nZsVqy+NKMzOzc+aQMzOzYjnkzMysWA45MzMrlkPOzMyK5ZAzM7NiOeTMGkDS7nM8f1TSx+erHrNS\nOOTMGiAiVuauwaxEDjmzBpD0R9qOSvpC0oeSDknaVjtnLI19S7UE1Nz40tSQc4+k/ZLWpPFXJD2V\n9u+Q9OWA35ZZdq1Y1susA+pLDw1TNQeeAXZLugXYD7wJ3B4RRyW9X3vNJmBXRNyfWrXskTQJPAl8\nI+lr4FWqLhFmneI7ObPm2RsRv6aV6b+jasVyAzAdEUfTOds43WxzFbBR0hTwOXARcFVE/AlsACaB\n1yJiepBvwqwJfCdn1jynavv/UM3T+YvMzu8mfU9EHOnzu24GTuImw9ZRvpMza74ADgPLJV2bxtbW\nfr4TeHTuQNJI2l4NPAaMAKsluVeZdY5DzqwZYoH9aiDiFPAA8En64Mls7bzngQskHZD0A/BcGh8H\nHo+I34D1wHjqx2jWGW61Y2ZmxfKdnJmZFcshZ2ZmxXLImZlZsRxyZmZWLIecmZkVyyFnZmbFcsiZ\nmVmxHHJmZlasfwGAlo3WsNV23AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb73121b850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y[:, 0] = y[:, 0] * 100\n",
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot(y[:, 0], lw=1.5, label='1st')\n",
    "plt.plot(y[:, 1], lw=1.5, label='2nd')\n",
    "plt.plot(y, 'ro')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value')\n",
    "plt.title('A Simple Plot')\n",
    "# tag: matplotlib_7\n",
    "# title: Plot with two differently scaled data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "uuid": "6a47906a-7ef2-4a16-b076-ca870744e158"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb7314ee150>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEZCAYAAADCJLEQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb731097310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(y[:, 0], 'b', lw=1.5, label='1st')\n",
    "plt.plot(y[:, 0], 'ro')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=8)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value 1st')\n",
    "plt.title('A Simple Plot')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(y[:, 1], 'g', lw=1.5, label='2nd')\n",
    "plt.plot(y[:, 1], 'ro')\n",
    "plt.legend(loc=0)\n",
    "plt.ylabel('value 2nd')\n",
    "# tag: matplotlib_8\n",
    "# title: Plot with two data sets and two y-axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "uuid": "988b6e09-b849-4f37-939e-5922c0ace8f6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb730ff37d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbkAAAFRCAYAAADpQ9PHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4FNX6wPHvSyiRrlRFBMwVRSwogo0SCwkaFdCrghVR\n7AS8dorgFewFiPdaKXaRH0oxVwigASuCgoqIYiQCIl1BSpCQ9/fH2UASNn13ZzZ5P8+zT3ZmZ86c\n5GT37JlTXlFVjDHGmIqoitcZMMYYY8LFKjljjDEVllVyxhhjKiyr5IwxxlRYVskZY4ypsKySM8YY\nU2FZJWdMBIlIZxFZHqa0R4jIa2FIN11Erg91usZEglVyxpRQ4MN+i4hUL+a4tiKSJiKbReQPEVkk\nIucBqOrHqnpMmLJY5kmvIpIpIjtF5C8RWSciE0SkVp50i01bRFqKSI6I2OeK8Q37ZzSmBESkJdAR\n2ABcVMzhM4BZQBOgMZAMbAtj9nJJOc5V4AJVrQOcDJwCDPUgH8aElFVyxpTMNcAc4DXg2sIOEpGG\nQEvgJVXNVtU9qvqZqn4aeD1eRFbnOT5TRO4SkW8DrahxItJERD4Qka0iMltE6geOzW0p9ReR30Rk\nrYjcWUReThORzwKtySUi0rUkv6iqrgVmAm2DpCkiMjSQ7/Ui8oqI1A28PD/w88/A73JqSa5nTDhZ\nJWdMyVwDTALeARJFpHEhx20GfgbeEJEeItKkmHQVuBg4BzgauAD4ALgP1wqsgmsJ5hUP/ANIAO4V\nkXMKJioizYD3gX+r6sHAXcCUQCVcGAmc2xw4D1gc5JjrcJV8PHAkUBt4NvBa58DPeqpaR1UXFHEt\nYyLCKjljiiEinYBmwHRVXQEsA64Idqy6xWDPAjKBp4C1IjJPRP5RxCVSVHVjoAX1MfC5qn6jqruB\n94CTChz/oKruUtWlwASgT5A0rwL+p6ozA/maAywCzi/s1wSmisgfgTykAw8HOe5K4ClVzVTVHcD9\nQO9AP5zdpjS+Y5WcMcW7FkhT1b8C25Mp4palqv6mqgNU9R9AC2AH8GoR6a/P83xXge0sXGspr9V5\nnq8CDguSZgvg0sCtyj8CldeZQNPCsg30UNWDVbWlqt4eqGQLOhT4tcD1q+L6H43xnapeZ8AYPxOR\ng4DLgCoi8ntgdw2gvoicoKrfFnW+qq4Rkf8Cb5bmssW8fgTwY57nvwU5ZhXwmqreWIrrlsRaXJ9j\n3rxk4yrm5iG+ljHlZi05Y4rWE/ch3gY4MfBog7uld03Bg0Wkvog8KCJxIlIl0AfWD/g8hHkaKiIH\niUhboC+ur7Cg14ELRSRBRGJEJDYw6KVZOa/9FnBHYBBMbdwtzbdVNQfYCOQAceW8hjEhY5WcMUW7\nBhivqmtUdUPgsR432OKKIHPC/sbdKpwDbAW+w92C7JvnmOLmnGmB5wWPn4cb3DIHeCLQ35bvWFVd\nA/QABuOmPawC7qT87/nxuBGm84FfgJ3AgMA1dwKjgE8Dt0g7lvNaxpSbWNBUY6JDYK7eL0DVQMvJ\nGFMMa8kZY4ypsKySMya62K0XY0rBblcaY4ypsKwlZ4wxpsKKunlyImJNT2OMMfmoatD5pWFryQXm\n5SwILAy7TEQeCewfISJrRGRx4HFennPuF5EVIrJcRBIKS1tV7eHDx/Dhwz3Pgz3cY0hCwr75BMPZ\nP7dgaGKi53mzx/6HvWdC8yhK2Co5Vc0CzlLVdsAJwFmBNQAVeFpVTwo8PgAQkWOBy4Fjge7Afy0u\nVXTJzMz0Ogsm4OgeyVwemJOdGdh3d/M4ug0Y4FmezIHsPRN+Ya1E1E0OBagOxAB/BLaDNSt7AG+p\nC02SiZvsapNJjSmlnBx46e0k5tcew71nJfJVwyZ0IJEd8WPokpTkdfaMiaiwVnKBZY2W4Na1+0hV\nvw+8NEBEvgnEzqof2HcYsCbP6WtwK7+bKNG3b1+vs2CAiRPh449h1JgkHvtwJimT3ya200w+XmwV\nnN/Yeyb8wjrwRN2qDO1EpB4wS0TigeeAfwcOeQgXjuT6wpIItrNv3760bNkSgPr169OuXTvi4+MB\nSE9PB7BtD7bj4+N9lZ/KuD11ajqDBkGnTvH07bv/9d694fbbYcKEdFq18k9+K/t27j6/5CdatnOf\nl+R2b8TmyYnIMGCXqj6ZZ19LYIaqHi8i9wGo6qOB12YCw7VA4EUR0Ujl2ZRO3jer8UbfvvDGG7Bk\nCbQNxPVOT0+nTZt4DjsMBg+Ghx7yNIsmj/K+Z0QqXwi/YJ//IoJ6MLqyYe6tyEC4km7AYhHJG8+q\nF24BW4DpuOCL1UWkFXAU8GW48mdMRZOeDq+8Anffvb+Cy9WkCZx9Nrz9Nth3xIrF65GNfhlFWZiw\nteRE5HjgFVxFWgUX2+oJEXkVaIe7FbkSuEndqu6IyGBcWJJsYKCqzgqSrrXkjClg92448UT4+29Y\nuhRq1jzwmHHj4IYbYNEiaN8+8nk0oRdowXidjYgp7PctqiUXdct6WSVnzIEeeggeeAA++AC6dw9+\nzJYt0LQpDBwITzwR2fyZ8LBKLt/+yN6uNJVP3k5hEzkrVsCoUXDZZcEruNxyOeQQSEyESZPcNAPj\nPXvPhJ9VcsZEMVW47TaoUQNGjy7++N69YfVq+DyUccqN8TGr5EzI2MjKyHv7bZg9Gx5+GA49NPgx\necvloosgNtadZ7xXUd8zzz77LKeccgqxsbFcd911JTqnZcuWfPjhhyHPi1VyxkSpP/+EO+6AU06B\nm28u2Tl16sAFF8A770B2dnjzZyqvZs2aMWzYMPr161fic8LVv2iVnAkZ61+IrPvvh40b4YUXICam\n8OMKlkvv3rBhA8ybF978meJV1PdMr1696NGjBw0aNMi3f9OmTVxwwQUcfPDBNGjQgC5duqCqXH31\n1axatYoLL7yQOnXq8OSTTxaSculFXagdYwx88YWr3AYOhJNPLt25558PtWu7W5bnnBOe/BnvDRrk\nFgUor3btStbfG0zBltlTTz1F8+bN2bRpEwBffPEFIsJrr73GJ598wrhx4zj77LPLm+V8vAi1c4iI\nzBaRn0QkLc/alSUOtWP8qaL2L/jNnj1w003QrBn8+9/FH1+wXA46CHr0gClT3Lw6452K/p4puCJL\n9erV+f3338nMzCQmJoYzzzwz7HkIW0tOVbNE5CxV3SkiVYFPAqF2LgJmq+rjInIvcB9wX4FQO82A\nOSLSOrD+pTEmYMwY+PZbePdd18dWFr17u+W/Zs8GC0xQMZW19RVKBVtyd999NyNGjCAhwbVhbrzx\nRu69996w5sGLUDsX4VZCIfCzZ+C5hdqJchW1f8FPfv0Vhg+HCy+Enj2LPx6Cl0tCAtSvb6MsvVbR\n3zMFW3K1a9fmySefJCMjg+nTp/P000/z0UcfBT02VLwItdMkdxmvwP4mgecWaseYIqhCbszTlBQo\nz2dC9epwySUwdSrs2hWa/BmTa+/evWRlZZGdnc3evXvZvXs32dnZpKam8vPPP6Oq1K1bl5iYGKpU\ncdVQkyZNyMjICH1mIrSoZj3gC+As4I8Cr20J/EwBrsyz/2Xg4iBpqTGV0bvvqoLqE0+EJr3Zs116\nU6aEJj0TeX79PBw+fLiKSL7HiBEj9JlnntGWLVtqrVq19PDDD9eRI0fuO2fatGl6xBFHaP369fWp\np54Kmm5hv29gf9D6J+KhdoAbgHhVXScih+JaeMeUJtTOtddea/HkbLtSbbdvH0+bNlCjRjovvADn\nnlv+9LOzoVGjdE48EdLT/fX72nbJtivj2pW5tzfT88STe+WVVyK/QLOINASyVfXPQKidWcCDQCKw\nWVUfC1Rs9VU1d+DJm7h+uGbAHOAfWiCDtkCzf6VbPLmwueMON+Dk00/h9NNLd25R5XL77TB+PKxf\nX/ZBLKbsyvueqYyVXLDf16sFmg8FPgz0yS3ABUedCzwKdBORn4CzA9uo6jLgHWAZ8AFwq9VmxsDi\nxTB2LNx4Y+kruOL07u365GbMCG26xviFhdoxxsf27nUV26+/wvLlcPDBoU0/JwdatICTToLp00Ob\ntgk/a8nl22+hdoyJNs8/DwsXwjPPhL6CA6hSBS6/HGbOhD/+CH36xnjNKjkTMrmd4iY01q6FwYPh\n3HOhT5+yp1NcufTu7VZRee+9sl/DlI29Z8LPKjljfOqOO2D3bnjuufLNiStO+/YQF2cTw03FZH1y\nxvjQzJlw3nlubcphw8J/vaFD4ZFH4PffoXHj8F/PhEa4Vgnxs9L2yVklZ4zP7NwJxx3nViX55hsX\n9Tvcli6F44+H//wHbr01/NczJpRs4ImJiMrUvzA/NZWhiYmMiI9naGIi81NTQ5bmzcfE02BlIrdf\nmxqSCq4k5XLccdC2rd2yjLTK9J7xisWTM6aU5qemMmvgQEblWWdvSOB5lzIu6R80zXEZzD+h7GmW\nVu/e7tbomjVw+OERuaQxYRfOFU+aA68CjQEFXlTVsSIyAre018bAoYNV9YPAOfcD/YC9QLKqpgVJ\n125XGk8NTUxkZNoB/5qcHpPIslozqVLFDc0XYd/zgtsFnx+2NpF5Ow9Mc1hiIg/NnBmJX4sVK6B1\na3jqKfjXvyJySWNCoqjbleFsye0B7lDVJSJSG/hKRGbjKrynVfXpApm0eHImKlTdvTvo/rimWZz6\nTzfBWtX9LPi8sNey5+yGnQemGZOVFebfZr+jjnIjLd9+2yo5U3GEM2jqOmBd4Pl2EfmB/aFzgtW4\n++LJAZkikhtP7otw5dGEVmVZuzK7kI6yVsfF8lAZA1UOTawBBzbk2BsbW7YE8yhNufTuDXffDRkZ\nblqBCa9Qvmfmp6aSNnYsVXfvJrtGDRKSkyN2q9vPIjLwRERaAiexv8IaICLfiMg4Eakf2Gfx5ExU\naHleMpeTvwYYHBdHt9xgb2WQkJzMkLjQplkWl13mfk6aFNHLmnLK7dMdmZbGiHnzGJmWxqyBA0My\nICrahX0KQeBWZTowUlWnikhj9vfHPQQcqqrXi0gK8IWqvhE472Xgf6r6boH0rE/OeCYnB844A35b\nnsqVp6QQm53F3thYug0YUO5vzfNTU5mdkkJMVujSLItOnWDbNvj224hf2pRRYf3EkezT9ZJXfXKI\nSDVgCvC6qk4FUNUNeV5/Gchd//w3oHme0w8P7DtA3759LZ6cbXuyfd996SxYAK++msTVVyfte71L\nCNLvkpRETq1anv++7dvD2LHxfP89bNwY+evbdum3ZafrJ3ZbEB/4uXrdOtLz3BL1S37Lu537PDee\nXJEKi6Za3geu3+1V4JkC+w/N8/wO4M3A82OBJUB1oBWQQaClWeD8oJFhjfc++ugjr7MQVlu2qDZs\nqHrmmao5OV7npuRKWy6//65apYrqsGHhyY/ZLxTvmd27Vbs3SHBh3gs8hiYmlj+TUYAiIoOHs0/u\nTOAq4CwRWRx4nAc8JiLfisg3QNdARWfx5IzvPfAAbNniVgWpyKspNW0KZ53lRlnaO9Df9u6Fq6+G\nTzYnc3sj7/t0/ciW9TKmBJYsccPrb70VUlK8zk34vfwy9O8PX3/tYs0Z/1F1gXRffhmeeAI6tnF9\nuj8tzmLV5lgenDSAhEsqx+hKz/rkjKkIVOH226FBA7dgcmVw8cVwyy2uNWeVnP+owl13uQpuyBD3\nHJLokpTEvHkQHw/rdnicyQjInTZRFFu70oRM3k7hiuT11+HTT+HRR8MTuDTcylIuhxwCCQl2yzLc\nyvqeGTUKnn7affl66KH8r3Xp4laueeml8ufPz/JOmyiKVXLGFGHrVjc5+tRToW9fr3MTWb17w6pV\n8EWYl2MIx2LXFdnYsW6N0WuugTFjDuwfFoEbboBPPoEffvAmj5GQNnZsvrVeC1XYiBS/PrDRlSaC\nBg1SFVFduNDrnETe1q2qNWqoJieH7xrz3n9fB8fF5RsRODguTue9/374LhrFJk50f6aePVX37Cn8\nuPXrVatWVf3XvyKXt0gb3rXrvv8ZPBpdaUxUW7rUDTK58UY45RSvcxN5detCUhK8844bxRcOwb6N\nj8rIYHZlGN1TSu++C/36wbnnutvIVYsYUdG4MfToAa+84qLLV0SFLa9XkFVyJmQqUp9c7mCTevVc\n/0c0K0+59O4N69bB/Pmhy09e29cH/wSO5MLUXipp2aSlubI49VSYOrVkgXT794fNm93xFVFCcjKD\nmha/wKpVcsYE8fbbMG8ePPywG1VZWSUlQa1aoQ+mum2bm47x6TfBP61DsTB1RfHpp9CrFxx7LKSm\nuvIoiW7doEULNwKzIuqSlMSCBmPoXCOx6AMLu49Z3gduia6PgO+Bpbj4cACHALOBn3DrrtfPc879\nwApgOZBQSLrhvM1rjG7bpnrYYart26tmZ3udG+9dcYXqIYeo/v13aNJ7/33Vww93q6pc1eN9ve/I\n/H1y9x1pfXK5Fi9WrVdP9aijVNetK/35//63+7NmZIQ+b15btMj9bk8+6d2KJ7nx5NoCpwG3iUgb\n4D5gtqq2BuYGtgvGk+sO/FdErKVpIu6hh2DtWreySUyM17nxXu/ebqWXOXPKl87GjXDFFXDBBe42\n8GefwWtTkzhv7BiGJSZye9uudCCRP08fYyFigB9/dNM46tZ1f/smTUqfxnXXucC848aFPn9ee+YZ\nqF3bjSQtUmG1X6gfwFTgXFwrrUlgX1Ngue5vxd2b5/iZwGlB0gnT9wJTXhVh7cply9yotH79vM5J\n6JS3XLKyVOvXV73mmrKdn5Oj+vrrqg0aqFarpvrgg269xWB693bHLF1a9vxGk8LK5tdfVZs3V23U\nSPXHH8t3jQsuUD300KJHY0abNWvc+3TQILeN16Mr88STWxCo4NYHXloP5H4/sXhyxlOqkJzsvh0+\n+qjXufGPGjXcCijvvQelHQ+yerVruV11lYs8vnixWwO0evXgx48d61p5118fvhGdfrd+vRtBuW2b\nG3DSunX50uvfH37/3fXnVRTPPuvCXiUnF39ssct6iUhTYBTQTFW7B24rnq6qJWoAB+LJTQEGqupf\nkmfmoqqqiBS1nkLQ1yzUjj+34+PjfZWf0m5PmQJz5qSTnAyNGnmfn1Bu5yrr+b17xzN+PDzxRDqd\nOxd/fJcu8Tz/PNx5ZzqqMHp0PLffDh9/nE56euHnf/99OjffDCNHxjNmDJx8sjd/r0ht5+7L3Z4x\nI51Bg2Ddunhmz4Y//yz671WS7Vq14LDD4nnpJahXz1+/f1m2d+1yU3uOPjqdBx/MpFiFNfE0/23D\ny4FvA9vVgKXFnZfn2FnAoDz7lgNNA88PZf/tyvuA+wpc99QgaYal+Wsqt+3b3e2hE0+sWLd1QmXP\nHnfr7LLLij92+XLVTp3coIBu3VR/+aV018rJUb3wQtWDDlJdsaJs+Y1Gf/2letppqtWrq6alhTbt\nIUPcQJ/Vq0Obrheefdb9b3322f59lPN2ZUNVnQTsDdQwe4Ds4k4S12QbByxT1dF5XpoOXBt4fi2u\nry53f28RqS4irYCjgC9LkD/jEwVbDdHk4YfdrbX//KfoSbbRKBTlUrUqXHopzJgB27cHP2bPHvd3\nPPFE+P57mDgRZs2CVq1Kdy0ReO45qFbN3WrLySl39n0rt2yysqBnT1i40E3X6NYttNfp18/9HceP\nD226kbZ3L4weDaedBqefXrJzSlLJbReRfTOFROQ0YGsJzgsWT6478CjQTUR+As4ObKMWT854ZMUK\nePJJF5frzDO9zo1/9e4Nu3a5iq6gr76CDh3civgXXQTLlsG115Y97l6zZvDUU5Ce7o+FhsO5vmZ2\nNvTpA3PnukqoV6+QJb3PkUe6fr5x46K7r/P99+Hnn+GOO0pxUmFNPN1/e7A98BmuYvsMN4/txOLO\nC9cDu11pQignR7V7d9W6dV1EbFO4vXtVmzVTveii/ft27lS95x7VmBg3gu+990J3vZwc1XPOUa1T\nR3XVqtClW1rhWF9z3vvv65CEBH2gS1e96NAErc37mpISwkwHMWmSy/4HH4T3OuHUpYvqEUcc2KVA\nEbcri70xo6pfiUhX4OjArh/V3bI0JixyY0RV3b2b7Bo1SEhODtu8qenTYeZMN+emadOwXKLCqFIF\nzu6QyvKpYxly5m7++LsGc9Yks2JdEjfc4AJ31q8fuuuJuFbcccfBzTe7b/FeRGQvbH3Na+9JIWND\nErGxbgRqjRqU6PmCOanMvmNgvjRvPSSDE1oBhG9+YI8e0LChWwGle/ewXSZsFi1yy8s99VQpuxQK\nq/10f8vpWuCawM/c59cUd164HoAOSUiwFRF8KBTz5CK5Kv3OnaotW6q2bRu61Tz8KFTzF+e9/77+\n6/D8ZXNl1TgdOyq878XRo93lXnstrJcp1LDOXfP9zrmPrnQNtrvYxykk7Nv4KM8LQxMTw/673Hmn\nm19WltVTvHbFFa5V/+efB75GeVpyQAf2D+WPBc4BvgZeLUVdGlIj09IYEvgWZCsjVCyFfWselpIS\n8rJ+9FHIzHT9PtWqhTTpCilt7FieWpO/bF7PzmDY/BQYHL734e23w6RJMHCgG5BRlpU/ymrnTvjy\n++Dra3aIj2XiBLfKf1aW+1mS58uf3w2/HpheJBalvuEG1xJ65RW4556wXy5kVq920TAGDHDzKEul\nsNqvsAdQH5hV2vNC9SDC33xMZOWNEZX3cUubrrp9e+iuk5HhYqX16RO6NCu6wspmeNeuYb/2smVu\naP2ll4b9Uvts3araubNqHd7X2xvnb8HeX467C0MSEoL+HSP1eda5s1sLMycnIpcLiXvucVMgVq4M\n/johXvFkJ1DKQcHhUVnCcVQme6oH/9a88IdYGjWCyy6D//s/9w27PAYNcq23J54oXzqVSWHxuyIR\nMaBNGxg+HCZPdiuvhNuWLW404uefw0tvJ3HpeLe+5oiuXRmWmEj3MWVfXzMhOZkhcflDxAyOi6Pb\ngAGhyHqx+vd3I4rnzYvI5cpt+3Z48UW45BIIrAFSOoXVfrkPYEaeRyqwEnisuPPC9cBacr4Vir6f\nay9+Xy/jwFXpn33kfb3lFtXGjd3uWrXcOofvvuv61krj/fddGo8/Xu7sRoVQ9skV7C8tT4umtP7+\nW7VdO9WmTVW3bAnfddatUz3+eNfSnz49PNeY9/77OjQxUa898UQdmpgY0TEGO3e6yAZXXBGxS5ZL\nSor7d/v888KPoYiWXEkqlfg8j05A8+LOyXPueNz6lN/l2TcCty7l4sDjvDyvlSzUToTfXKZkyvth\n+vrr7j/ysvPdB8Dwrl0P+ADYs0d17lzVm25SbdjQHV+7tnvDTpumumtX0dfYtUs1Lk71mGMKXyS4\nognlwtm5H87ByiYSvv7aTVfo2zc86a9erdq6tWrNmqqzZ4fnGnl5taj5bbe5SnzzZk8uX2LZ2e79\nevrpRR9XrkquPA+gM25h5ryV3HDgX0GOPRZYglsKrCXwM1AlyHEaXyvyby4TXgsXqsbGunkwJR3p\nuGeP+yDq39/FOwM33+3qq1VnzMhfieXOS+rbsqueQoKOfsj+f6LV4MGurGfODG26GRlutG3duqof\nfxzatP1myRL3Nxw92uucFO2991w+J08u+riiKjlxrx9IRLZTyALJgQTrFnsvlH0RCGao6vGB7eHA\ndlV9qsBx9wM5qvpYYHsmMEJVvyhwnIKyYgX84x8lyYHxu3Xr4JRTXOy2RYugUaPSp7FnD3z4oRuB\n9d578McfbhRWr15wXItUNr82kId/2T8ycEhcHInl6Fcx3snKgpNOcv2yS5dCnTrlT3P5cjjnHJf2\nrFnu/7Gi69jR/Q2/+86b+Ycl0aWLG1m5YkXRc+NEBFUN+lsUOvBEVWurap1CHiWq4IowQES+EZFx\nIpI7fbRUoXamTStnDkzIlWWNxN27XYfyli2uTMtSwYEbRJKY6JYtWrcO/vc/V8G99x68/eDYfBUc\nuGkJs1NSynaxKBPNa4oGExvrlr9avRruv7/86S1Z4j5M9+51gzEiWcF5WTb9+7s1Rhcs8CwLRVq4\nED7+2E0dKc96siUeXSkijUXkiNxH2S/Jc7jRme2A34Gnijg2aEuyXTuYOjXYKyaaqMJtt7kI0RMn\nunINherV4bzzYMIEF5vrtON2Bz3ORudGr9NPd7HE/vMf90FYVgsWwFlnuYrz44/d6iqVRe/eUKuW\nP9YGDeaZZ1xU9H79ypdOSeLJXYSriA4DNgAtgB+AtmW5oKpuyJP2y7hRmwC/Ac3zHHp4YF+QNPry\nySctuftuaNbM4sn5ZTu+lPHk/vtfGDcunauugssuC0/+Pv88nT9jd5ArPfAzHjf03U9/v3Bu5/JL\nfkKxPWoUTJqUTp8+sGJFPAcdVLrz582D7t3TOeQQ+PjjeFq08D6eXCSvX6cOdO2azhtvwDPPxFO3\nrn/KNy4unnfegYsvTufrr4P/P6enp5OZmUmxCuus0/0DPb4FGgKLA9tnAeOLOy/P+S3JP/Dk0DzP\n7wDe1PwDT6rjWnoZ4PoMC6S3r9P05ZdL35Fp/OHDD90ouQsvdAv/hpPXQ99N+MyZ44r0nntKd94H\nH7iBTm3aqP72W3jyFg0WLHB/v+ef9zon+d19t5v8nZlZsuMp5xSCrwI/vwFiAs+/Le68wHFvAWuB\nv4HVQD/ccmDfBtKbCjTJc/xg3KjK5UBiIWlqTo5qixbuA9L4R0mHQ//yi2qDBu4DZuvW8OYpl9dD\n373k1TD1SLnhBveBuHBhyY5/913VatVUTzpJdcOG8OatOF6XTU6O6gknqLZv72k28tm2zc3jK0mA\n3lxFVXIl6c77Q0TqAB8Db4jIBqCQsIkHtBL7BNldaNg+VX0YeLi4dEVcgMHnn3ez4WvXLklujB9s\n3+7Kbu9eN9CkbnmHMJVQl6QkG0lZQT35pBto1K+fG51bvXrhx77xhotz17GjOyeUUROikYhbzzI5\nGRYvdqNWvTZhAmzdCv/6V4gSLKz20/0tpyG4UY5Vgb5AMtCguPPC9SAQT+6jj1w7dMqUktf2xls5\nOaqXXOK+dYd6jpOp3KZPd58HDz5Y+DEvvqgqonrWWap//RW5vPndli3u1u0tt3idEzf5+8gjVc84\no3TnUc5FJGQtAAAgAElEQVS1K6sBabg++9rAJFXdHKI6tsw6dYJDDrFRltFk5EiYMgUef9wN9zcm\nVC680EXXHjnSzZ0raPRouPFGN+o2NdXu/uR18MHwz3+6Vu6OHcUfH07Tp8Mvv4SwFQclX/EEOBEY\nBfwIzC3peaF+kCcy+DXXqB58cMWOBRZNiupfmDrVfdO+6qroWv28IvC63ydSNmxwS7117OhaBKru\nf23kSPe/d8kl/lvKzS9lM2+e+xtNmOBtPjp1Um3Van/5lRQhikKwAVgHbAbKOGU3tHr2dCtbfPKJ\n1zkxRfn+e7jqKjfJ9sUX/bu6golujRpBSgos+zKVa49NZHjXeC4/MpFHh6Zy9dXw9ttF99dVZp07\nw9FHeztn7ssv3Wf5wIFu9aNQKXRZr30HiNwKXAY0BibjblcuC10WSkdENDfPO3a4cO433ghjxniV\nI1OULVtcJ/+OHW5QQLNC17AxpvzmvZ/KK5cPZPzO/Svc9K8bx5WvjyH+Qht4VJQnn4S773ZfSo89\nNvLX79PHDQZas6b0S7WVaVmvPJoDg1T1WFUd7mUFV1CtWpCQ4PrliqmrjQeys+Hyy93yS+++axWc\nCb/ZKWPzVXAAL23LYO5/KscSbuVx7bVuebyXX478tVetcrECb7wxNGuR5lVsJaeq96vqktBeNnR6\n9HB/oCW+zWHlUXB1jXvugTlz4Lnn3DJMxhsFy6Uiq7o7upZw81PZNGrkuoBefdWtKRtJucvIhiNu\nbFkig5eYiIwXkfUi8l2efYeIyGwR+UlE0vIs0IyI3C8iK0RkuYgklOQaF14IVarYgs1+88orbu25\nAQPKv/acMSXlZfTyiqB/f9i8OTLR13P99Zfrq7/0UjiiPKsiF6LYPrlyJS7SGTdx/FXdH2rncWCT\nqj4uIvcCB6vqfSJyLPAm0AE3L28O0FpVcwqkqQXz3KULbNtmrTm/WLAAunaFM8+EmTPdLRBjImF+\naiqzBg5kVMb+W5aD4+LobmGVSiQnB+Li4MgjYe7cyFxzzBgYNMh9bnTsWLY0iuqTC2slF7h4S/LH\nk1sOdFXV9SLSFEhX1WNKE0+uYJ6ffhruvNPNr2jVKqy/jinG2rVuFGVsrAuV0aCB1zkylc381FRm\np6QQk5XF3thYug0YYBVcKYwcCcOGwc8/uwovnPbudXFBmzUr3yj58g48CbUmqro+8Hw90CTwvFTx\n5PLq0cP9tFuW3kpLS+fii12reto0q+D8wk/9PpHQJSmJh2bOZER6Og/NnOnrCs6PZXPdda4LKBID\nUKZOhczMEE/+LsCLSm6f3El8RR1SknTi4lwcKKvkvDE/NZUhiYk82nsQexckMiQ5leOP9zpXxpiy\naNYMkpLcGpJ79oT3Ws884+6+5TZUwqEc8VbLbL2INFXVdSJyKG6SOZQinlzfvn1p2bIlAPXru3hy\nPXvG8/DDMG1aOvXqeR8PqbJsj3nkERY++yyvr13rXgdefmUp8898kS5JSZ7nz7bddi6/5Me23Xbu\nPr/kJ3e7f/94ZsyARx9Np3Pn8FxvwQL49NN0br8dYmJKd37u85LEk/OiT+5xYLOqPiYi9wH1Cww8\n6cj+gSf/KNgBF6xPDuCrr1xf0MSJbr6HiYyhiYmMTEs7YP+wxEQemjnTgxwZY8orOxtatIATT3QT\ntMOhd283MG316vLPjfOsT05E3gI+A44WkdUich3wKNBNRH4Czg5sE5hk/g6wDPgAuDVobVaIk0+G\nww+3BZsjLe+8pPQ8+/06L6kyKtiaM/7h17KpWhXO65zKxg8Sue+0eIYmJjI/NTVk6f/6K/zf/4Vn\n8ndBYb1dqcHjyQGcW8jxJYonF4yIu687fjzs3Ak1a5YlFVNaG3bYvCRjKpr5qakc8sVAFpIBC9y+\nIYFpGaEYyBPOyd8FeTrwJNR69oRdu9wqGyb8VOGLrclcGePGGccH9g+Oi6NbJP57TYnk7f8x/uLX\nskkbO5bHf82/PNqojAzG3Z3CO++4OXRLlrhbjTt3ljzd+amp3HtOIoufiee8Roms/DZ0rcPCeDHw\nJGy6doV69dwty4su8jo3Fd/kybB4RRJJg2DYD/vnJXW3eUnGRLXClkf79YcsLr/8wP2xsW7KUFGP\njb+k8vu4gTz1W6DyXAdDBoaudViYsA88CbXCBp7kuuoq15m5bp27r2zC4++/3UrlNWvC4sUuNEbe\nUWLGP6xc/MuvZVPYgLK74xO5NmUmmzdToseWLW7CN8ApJLKQ8AxSK2rgSYWrBnr0cBFuP/vMLfdl\nwuPFFyEjw0VZDmXsJ2OM9xKSkxmSkXHA8mgX3jWA444reTo5OW5xiM2b4T+X7obFBx4T7kFqFa6S\n697dBUacNs0quXDZtg3+/W+Ij4fzztu/34/fSI2Vi5/5tWxybx8OSylfN0SVKlC/vnvUbOTNILUK\nd7sS3Gz95cvd2msWhTr0hg93ldyXX0KHDl7nxhgTDcK5eLanCzSHWkkquZdecvMvvv0WW14qxNat\ncwuqJiXBpEn5X/Nr/0JlZ+XiX5WtbMK1eLYv++REJBPYBuwF9qhqRxE5BJgEtAAygctU9c/Spn3h\nha4FN3WqVXKh9uCDLqDiqFFe58QYE226JCVFfOS1Zy05EVkJtFfVLXn2BY01V+C8Ei2EcsYZbgTg\nokWhznnl9eOP0LYt3HwzPPus17kxxhjHb6F28iqYqYuAVwLPXwF6ljXhnj3deparV5c1BVPQ4MFw\n0EHwwANe58QYY0rGy0pOgTkiskhE+gf2FRZrrtR6BqpHC78TGp9/Du++C3ffDY0bBz/Gr+vwVXZW\nLv5lZRN+Xk4hOFNVfxeRRsDsQMTwfVRVRSTofclgoXaChWZo0wYmTEjnuOO8D10Rzduq8MAD8TRp\nAh06pJOe7q/82XbR20uWLPFVfmx7//aSJUt8lZ9o2c597otQOyUhIsOB7UB/ID5PrLmPVPWYAseW\nODjB/ffDE0/Axo1w8MEhz3alMX26m2T/3HOuP84YY/zEd31yIlJTROoEntcCEoDvgOlAbjS4a4Fy\nBc7p2dMtKROueEiRMD81laGJiYyID324i5LIzob77oPWreH66yN6aWOMKTevblc2Ad4TN1O7KvCG\nqqaJyCLgHRG5nsAUgvJcpEMHOPRQN5XgyivLm+XICzZ5MpThLkpi4kT44QeYMgWqVSv62PRKNucn\nWli5+JeVTfh5Usmp6kqgXZD9Wygk1lxZVKnibrO99hpkZbmVsqPFxo3wxrCxvJBxYLiLYSkpEank\ndu50q5ucfjr06hX2yxljTMh5PYUg7Hr0gB07XPwjv9q+HebPhyefhMsug1at3AjGHxcHD3cRqajb\nY8bA2rXw+OMlWx7NvpH6k5WLf1nZhF+FW6C5oLPOcuHVp01zS1GF0/zUVNLGjqXq7t1k16hBQnLy\nAS2uv/+G776DhQvd2o8LF8KyZW61boAWLaBjR7j1Vlg5uQYsPPA6kYi6vWkTPPqoi8vXqVPYL2eM\nMWFR4Su5GjXg/PNdJffcc+ELCxN08dGMDNasgZxaSfsqtMWL3bJYAA0bun7DSy5xPzt0yD8Hbf6x\nyQwZmD/cRW+Jo8tZ4Y+6PWqUa2E+8kjJz7H+BX+ycvEvK5vwq/CVHLhRlpMmwYIFbrmvcEgbOzZf\nZQTwcEYGHW5OYRFJ1KoF7dvD7be7llqHDtCyZdG3AQuGu9hBLN9kDGDaiCSOPNGFFQqHlSvhP/+B\n665zgVGNMSZa+WKeXGmUZp5crq1boVEjGDTI9S+Fw4j4eEbMm3fA/ptad2XAlHTatAlNK3LjRkhM\nhKVL4c034Z//LH+aBV15Jbz3HqxYAc2ahT59Y4wJJd/Nk4u0evVc39zUqRCOOl0VflobPCBg41ax\nHHdc6G6TNmoEH37oWoOXX+6G+IfS11+7ynPQIKvgjDHRz3eVnIh0F5HlIrIiEIkgJHr2dC2T5cuL\nP7Y09u51tyBnrEjm+tpx+V4bHBdHtwGh7z+rXx9mzYJzznG3FFNSQpf2vfdCgwbuZ2nlXXLH+IeV\ni39Z2YSfr/rkRCQGeBY3V+43YKGITFfVH8qb9kUXuRGLU6dCmzblTc3ZtQuuuMKleffdSZzfGYb9\np3zh4kuqVi2YMQN694bkZPjrLxcloDzS0mDOHHjmGdf6NcaYaOerPjkROR0YrqrdA9v3Aajqo3mO\nKXWfXK5TT3U/Fywob05h82ZXcX7+OYwe7SoaL+zZ41pzb7zhWl+PPFKyOW0F5eS4gTF//ulauzWC\n3301xhjf8WVk8EI0A/JGgFsDnBqqxHv0gCFD3ATnww4rezqZmW5kY2YmTJ7spgB4pVo1ePVVNxfw\nscdg2zYX0LRKKW9Ev/kmLFniKkur4IwxFYXf+uTC2qzMjTE3fXrZ01i82C1ztX49zJ7tbQWXq0oV\n+O9/Xay3556Dvn3dwsollZUFQ4fCySe7259lZf0L/mTl4l9WNuHnt5bcb0DzPNvNca25fEoaT67g\ndps20KxZOuPHw803F398we20NOjRI506deDTT+M59lj/xFeKj4/nscdg82b3+23fHs9bb8Hnnxd/\n/uTJ8Ouv8bz8Msyf75/fx7YtnlxF37Z4cmXbzn0eNfHkcolIVeBH4BxgLfAl0CfvwJPy9MkB3HOP\n60PbuLF0gytefdWFmjn2WBe6x8/D68eOhYEDISHBRfOuVavwY//8E+Li4JRT3IhNY4yJNlEzT05V\ns4HbgVnAMmBSKEZW5tWjhxus8cEHJc0TPPwwXHstdO3qFlL2cwUHbhDM+PFupGT37m4yfGEeewz+\n+MP9NMaYisZXlRyAqn6gqker6j9UtRQrJ5bMaae59SGnTSv+2L174bbb3GCVK690LbhoGVp/3XXw\n9tvwxRdw9tluweWC1qxxrdorr4R2BwQ+Kr28txKMf1i5+JeVTfj5rpILt5gYN/Q/NXX/QsnB7Nrl\nlsx67jl3i/PVV6F69cjlMxQuvdRV5suWuVbo2rX5Xx8+3E0deOghb/JnjDHh5qs+uZIob58cuAru\nggtg5ky3DmRBmza5ivCLL1xMtTAsWhJR8+a537dxY3cLs1Ur+P57OOEE13f39NNe59AYY8ouavrk\nIuWcc9xgjKlTD3xt5Uo480y3huPkydFfwYFrxc2d6/rezjollUFnJvJAl3g6SiJnd0j1OnvGGBM2\nlbKSi411AzKmT98frBRcxXb66W7k5Zw5/pgDFyodO8IzD6Vyxp8DGf1ZGlO2zOPzvWl8Pmwg81ND\nU9FZ/4I/Wbn4l5VN+FXKSg7cxPC1a2HRIrc9a5Zr8dSoAZ9+WjGjYa+YPpY3c/LHvBuVkcHsEK3w\nnDvnx/iLlYt/WdmEn98mg0fMwdVS6cBYnv3nbmLq1uC9H5KJOz6J//2vfEt++VnVQkbaxGRlhST9\nP//8MyTpmNCycvEvK5vwq5SV3PzUVD4bMpAvydi3UqYelMHlg+Gww8ITNcAPsgtZlHJvbGyEc2KM\nMZFRKW9Xpo0dy6iM/LftJu7K4LPxIQzM5kMJyckMiQtfzLuSLLFjIs/Kxb+sbMIvKqcQeJ0HY4wx\n/lLYFIKoq+SMMcaYkqqUtyuNMcZUDlbJGWOMqbCippITke4islxEVojIvV7nx+wnIpki8q2ILBaR\nL73OT2UmIuNFZL2IfJdn3yEiMltEfhKRNBGp72UeK6tCymaEiKwJvHcWi0h3L/NYEUVFJSciMcCz\nQHfgWKCPiLTxNlcmDwXiVfUkVe3odWYquQm490le9wGzVbU1MDewbSIvWNko8HTgvXOSqs70IF8V\nWlRUckBH4GdVzVTVPcDbQA+P82TyCzqyyUSWqn4M/FFg90XAK4HnrwA9I5opAxRaNmDvnbCKlkqu\nGfumbQOwJrDP+IMCc0RkkYj09zoz5gBNVHV94Pl6oImXmTEHGCAi34jIOLuVHHrRUsnZPAd/O1NV\nTwLOA24Tkc5eZ8gEF4hTZe8n/3gOaAW0A34HnvI2OxVPtFRyvwHN82w3x7XmjA+o6u+BnxuB93C3\nl41/rBeRpgAiciiwweP8mABV3aABwMvYeyfkoqWSWwQcJSItRaQ6cDkw3eM8GUBEaopIncDzWkAC\n8F3RZ5kImw5cG3h+LRAkkqLxQuBLR65e2Hsn5KJigWZVzRaR24FZQAwwTlV/8DhbxmkCvCci4P6f\n3lDVNG+zVHmJyFtAV6ChiKwGHgAeBd4RkeuBTOAy73JYeQUpm+FAvIi0w91CXgnc5GEWKyRb1ssY\nY0yFFS23K40xxphSs0rOGGNMhWWVnDHGmArLKjljjDEVllVyxhhjKiyr5IwxxlRYVskZY4ypsKyS\nM8YYU2FZJWeMMabCskrOGGNMhWWVnDHGmArLKjljjDEVVlREIchLRGxFaWOMMfmoqgTbH3WVHOwP\nazw4oRu3Th7Ppp2b2LhjIxt3btz3fNPOTWzcmX/f5l2bydEcTnkNFmYcmO6wxEQemjkzor9LRTJi\nxAhGjBjhdTZMAVYu/mVlExqBUF9BRWUlBzA4Lo7uyQM5vO7hHF738BKdk6M5/LHrDx5LOw8yFh7w\nekxWVqizWalkZmZ6nQUThJWLf1nZhF9UVnLDEhPpPmAAXZKSSnVeFalCg5oNqF774KCvZ1WPyj+H\nMcaYQkTlp3p5bykmJCczJCODURn771lefjBsPHEre3P2ElMlprxZrJT69u3rdRZMEFYu/mVlE35R\nFxlcRDQUeZ6fmsrslBRisrLYGxvL34lH8vi257jnjHt4rNtjIcipMcaYSBCRQgeeVNpKLphb3r+F\n5796ntd7vc6VJ1wZlmtUZOnp6cTHx3udDVOAlYt/lbZsihpgUVkE+/wvqpKLytuV4TLmvDEs27SM\n66dfT+sGrenQrIPXWTLGmHyirWESSmWp5K0lV8DGHRvp8FIH9uTsYVH/RRxa59CwXcsYY0oj0GLx\nOhueKez3L6olZyueFNCoViOm95nO1qyt9JrUi6xsm1ZgjDHRyiq5IE5ocgKv9nqVBb8t4MYZN1bq\nb06lkZ6e7nUWTBBWLv5lZRN+VskV4uI2FzOi6whe+/Y1nv78aa+zY4wxlcbEiRPp3LlzSNKySq4I\nw7oO45I2l3DPnHuY+bMt91UcG8HnT1Yu/lWRyubvv//m+uuvp2XLltStW5eTTjqJmT5YJtEquSJU\nkSpM7DmR4xofR+//682Pm370OkvGGONL2dnZHHHEEcyfP59t27YxcuRILrvsMn799VdP82WVXDFq\nV6/NtN7TqBZTjR5v9+DPrD+9zpJvWf+CP1m5+FdFKpuaNWsyfPhwjjjiCACSkpJo1aoVX3/9Nenp\n6Rx++OE8/fTTNGnShMMOO4yJEyfuO3fz5s1cdNFF1KtXj1NPPZWMjCAr6JeRVXIl0LJ+S6ZcNoWM\nPzLoM6UPe3P2ep0lY4zxtfXr1/PTTz/Rtm3bfdvbtm1j7dq1jBs3jttuu42tW7cCcNttt1GzZk3W\nrVvH+PHjmTBhQsgmvvtunpyIdAdGAzHAy6r6WIHXwzpPrigvLHqBm1Nv5q7T7+KJhCc8yYMxpvIq\nbp7coJmDWLJuSbmv065pO0Z3H13m8/fs2cN5553HUUcdxXPPPUd6ejrnn38+27dvp0oV17Zq0qQJ\nM2bMoH379hx00EEsXbqU1q1bAzBkyBDmz5/Pxx9/nC/dssyT89WKJyISAzwLnAv8BiwUkemq+oO3\nOXNuOuUmvl3/LU9+/iQnNDmBq0+82ussGWOMr+Tk5HD11VcTGxvLs88+u29/gwYN9lVw4G5vbt++\nnY0bN5KdnU3z5s33vZZ7yzMUfFXJAR2Bn1U1E0BE3gZ6AL6o5ABGdx/Nsk3L6D+jP60btObUw0/1\nOku+YWsk+pOVi3+FumzK0/oKBVXl+uuvZ+PGjfzvf/8jJqb4iC6NGjWiatWqrFq1iqOPPhqAVatW\nhSxPfuuTawaszrO9JrDPN6rFVGPypZM5tM6h9JrUi7V/rfU6S8YY4wu33HILy5cvZ/r06dSoUaNE\n58TExHDxxRczYsQIdu3axbJly3jllVdC1ifnt0rOXx2EhWhYsyHTe09n2+5t9Hy7J7v27PI6S75g\nrQV/snLxr4pUNr/++isvvvgi33zzDU2bNqVOnTrUqVOHt956CxEpstJ69tln2b59O02bNqVfv370\n69cvZPny2+3K34Dmebab41pz+fTt25eWLVsCUL9+fdq1a7fvnyV3SG4ktl+/+HV6PdqLi9ZdRNrQ\nNEQkote3bdu27cq17WctWrQgJyen0NcL3oJcuXLlvucNGzZkxowZJbpO7t8kPT2dzMzMYo/31ehK\nEakK/AicA6wFvgT65B144uXoymBGzh/JsI+G8fi5j3P3mXd7nR1PpVvfjy9ZufhXacvGohBE+ehK\nVc0WkduBWbgpBOP8MrKyMEM6D+Hb9d9y75x7adu4Lecfdb7XWTLGGBPgq5ZcSfitJQew4+8ddJrQ\nibWf/8gVv55MPa1Kdo0aJCQn0yUpyevsGWMqCGvJRXlLLlrVql6LIQcn8+77N/DM5k/37R8SWJrG\nKjpjjPGG30ZXRq0l497mzc35O11HZWQwOyXFoxxFXm6HsPEXKxf/srIJP6vkQqTq7t1B9y/NXMBb\n371l0wyMMcYD1icXIkMTExmZlnbA/s5Hx/JJnyzq1ahHn+P6cN1J19HhsA4hm+hojKk8rE+u9H1y\nVsmFyPzUVGYNHMioPCEiBsfFkTD6GfYeW5MJSyYw5YcpZGVn0bZRW/q268vVJ1xNk9pNPMy1MSaa\n2JdjrJLz0vzUVGanpBCTlcXe2Fi6DRiQb9DJ1qytTPp+EhOWTOCLNV8QIzGcf9T5XNfuOpJaJ1E9\nprqHuS8/m4/lT1Yu/mVlExo2ujJCuiQlFTmSsl5sPW5sfyM3tr+RHzb+wMQlE3n121eZ8dMMGtVs\nxFUnXMV17a7j+CbHRzDXxhhTcVlLzmPZOdnM+nkWE5ZMYPqP09mTs4f2h7bnunbX0ef4Piz98HPS\nxo6l6u7dNvfOGGOCsNuVUWLTzk28+d2bTFgygSXrllD/5xgunh3LuPU79h0zJC6OxDFjrKIzxpiA\noio5m0LgIw1rNiT51GQW37SYxTct5uxlzfJVcODm3k1+YiTZOdke5bJwNufHn6xc/MvKJvysT86n\n2jVtx/F1WgEHBg/8LvMLDnnsELq27Mo5rc7h7FZnc1zj46gi9p3FGGPystuVPlbY3LsbzjyRqved\nxtyVc/l5y88ANKrZiLNancXZLc/m7FZn849D/mHDjY0xlYL1yUWpwubedc/TJ7dq6yo+WvkRc1fO\nZe7KufsilTev25yzW52973F43cP3pWkDWYwxFYlVclGsuLl3eakqP23+iQ9XfsiHmR/y0cqP2Lxr\nMwCtG7Sm3cY4mk74mjGr1+87J5QDWWzOjz9ZufiXlU1oRMU8ORF5ArgA+BvIAK5T1a3e5sp7xc29\ny0tEOLrh0Rzd8Ghu6XALOZrDt+u/5cOVHzJ35Vx+HTOTSasPXER6WEqKteaMMRWSb1pyItINmKuq\nOSLyKICq3hfkuErVkgulB7p24d/zPz5g/+BOp/Pwx595kCNjjCm/qJhCoKqzVTW3mbEAONzL/FRE\nObEHBd3/0foveebzZ9izd0+Ec2SMMeHlm0qugH7A/7zOREWTkJzMkLi4fPvuatmc6hedwL/S/sUJ\nz5/AzJ9nljl9m/PjT1Yu/mVlE34R7ZMTkdlA0yAvDVbVGYFjhgB/q+qbhaXTt29fWrZsCUD9+vVp\n167dvs7b3H8a2z5wu0tSEou//Zar33uPuJo12RsbS/OuXUk67TR2NNvBHbPu4LyR53Fa89N4ddCr\nHNXgKF/l37bLtr1kyRJf5ce2928vWbLEV/mJlu3c55mZmRTHN31yACLSF+gPnKOqWYUcY31yYbI7\nezdjFozhofkPsTt7N3ecdgdDugyhbo26XmfNGGMKFRVTCESkO/AU0FVVNxVxnFVyYbZu+zrun3s/\nE5dMpGntpjxyziNcc+I1tqKKMcaXomLgCZAC1AZmi8hiEfmv1xmqrJrWbsqEHhNYcMMCWtRrwXXT\nruP0caezYM2CIs/LeyvB+IeVi39Z2YSfbyo5VT1KVVuo6kmBx61e56my69isI59d/xmv9nyV1VtX\nc9q407jmvWv2rapijDF+55vblSVltyu98dfuv3j444d5+ounqValGkO7DOWO0+6gRtUaXmfNGFPJ\nRUWfXElZJeetn7f8zF1pdzHtx2nEHRzHUwlPUf/nGGanpNh6mMYYT1glZ0JudsZsBs4cyOrPfuCS\nOQcxccMu0oF4LLCr36Tb+oi+ZWUTGtEy8MREkW5x3fjm5m/omXEMEzfsyvfaqIwMXnl4MF///jU7\n/t5RSArGGBN+ZWrJiUhTYBTQTFW7i8ixwOmqOi7UGQxybWvJ+ciI+HhGzJt3wP74FjDvOvf8iHpH\ncEzDYzimwTEc0/AY2jRqwzENj6FJrSZBY95ZOCBjTGmEIwrBRGACMCSwvQJ4Bwh7JWf8JbtG8IEn\nJx15JgMuvYMfNv3A8k3LWb5pOeNWjWPHnv0tu3o16u2v9AIV4I6v17H0gSd4OE8MvSGB536q6Kwi\nNiY6lLWSa6iqk0TkPgBV3SMi2SHMl4kSCcnJDMnIYFRGxr4+ucFxcfS68366HJv/Q19VWbNtzb5K\nb/mm5SzfvJxZP89i4pKJAJzyGizMyH+NURkZXDPyLja02kWTWk1oWrspTWo3oU71OiWOfh7KSilY\nMFs/VsS5rN/Hv6xswq+sldx2EWmQuyEipwGVPvZbZZT7oT4sJYXV69Yxt2lTuhcS2FVEaF6vOc3r\nNadbXLd8r23N2sqPm39k/IxrgB8POHfV78u5dPKl+fbFVo11FV5uxVerCU1qN8m/r3YTfp63mPl3\n339A63Bvzl7aJ8Sz4+8dbP97Ozv2BH7+vSPf89zXcp+vHTqNaRm/58uLxeUzxp/K2ifXHrdCSVvg\nezB6/8IAABi1SURBVKAR8E9V/Sa02Qt6beuTq8CGJiYyMi3tgP33nBvPVa+PYf329azbvo71Owr8\n3L6e9TvWs3HHRpT8/x/BWocAHeJg0dUlz1vNajWpVa0WJ7+wjZkZuw94fUTXroywFSyMibiQ98mp\n6lci0hU4OrDrR1W1YGSm3PLe/sw1OC6OCwbdxQlNToAmRZ+fnZPNpp2b8lV86VNHACsPOLZt7Rb0\n7jaAWtVrUbt6bWpVC/zMs537vGa1mvvW7hw6JxEyDqyIt8XsLc+vbowJgzJVciJyLaBAbs15cqAm\nfTVkOTNRJxT9C3lvf8ZkZbE3NrbQ25/BVK1Slaa1m9K09v6ITj81foNglVzzpsdw5xl3ljqPwSri\nPg2q8EmL77hm3RLaNW1X6jTDyfp9/MvKJvzK2ifXAfbdE4oFzgG+BqySM+XWJSkppH1bhbUOuw8Y\nUKb0glXEF17Ti0/Xj6LrxK6kXpFKpyM6hSTvxpjyCcmKJyJSH5ikqonlz1Kx17I+OVNq81NTmZ2n\nUupWitZhSa3auopur3Vj9dbV/N9l/8f5R50f0vSNMcGFfVkvEakOLFXV1iFI607gCdw0hS1BXrdK\nzvjWhh0b6P56d77b8B2v93qdy4+73OssGVPhhXxZLxGZkeeRihvz/V55MhlItznQDfi1vGmZyLPY\nWNC4VmM+uvYjzmh+Bn2m9OGFRS94nSUrFx+zsgm/svbJPZXneTbwq6quDkF+ngbuAaaFIC1jPFEv\nth4zr5zJpZMv5ebUm/kj6w/u63Sf19kyplLyTRQCEekBxKvqHSKyEmhvtytNNNuzdw99p/Xlze/e\n5J4z7uHRcx8t8QotxpiSC9k8ORHZDhRWw6iq1i3m/NlA0yAvDQHuBxLyHl6avBnjN9ViqvFar9eo\nX6M+j3/2OFt2beH5C54npkqM11kzptIoVSWnqrXLczFV7RZsv4gcB7QCvgl80z0c+EpEOqrqhoLH\n9+3bl5YtWwJQv3592rVrt2+uSe49btuO/Hbe/gU/5McP2/PnzeefNf/JIZ0PYeTHI1nx9QoGdx5M\nwjkJEcvPkiVLGDRokC/+Hradf3v06NH2+VWG7dznmZmZFKdctytFpDFunhwAqrqqzInlT9duV0ah\ndJvYWqSnP3+aO9PuJCEugXcve5da1WtF5LpWLv5lZRMaIZ9CICIX4QafHAZsAFoAP6hq2/JkNE/6\nvwCnWCVnKprxi8fTf0Z/Tm12KqlXpHLwQQd7nSVjol44IoOPBE4HflLVVrgVTxaUMa0DqOqRwSo4\nY6Jdv5P6MfnSyXz1+1d0ndiVddvXeZ0lYyq0slZye1R1E1BFRGJU9SPglBDmy0ShvPfLTeEubnMx\nqVek8ssfv9BpfCdW/nHgupqhZOXiX1Y24VfWSu4PEakDfAy8ISJjge2hy5YxFdu5R57L3GvmsmXX\nFjpN6MT3G773OkvGVEhl7ZMbAkwE1gNXAXWBN1R1c0hzF/za1idnKoylG5aS8FoCu/fu5tEmQ/j1\nzVkhiV5uTGUS8nhyQDUgDfgDeBu3OHPYKzhjKprjGh/HJ/0+IeHe0/nwsbt4a8v+L3BDAlETrKIz\npuzKdLtSVUcERlLeBhwKzBeRuSHNmYk61r9QNkcefCS9Mtrkq+AARmVkMDslpdzpW7n4l5VN+JW1\nTy7XBmAdsBloVP7sGFM51SokqHhMVlZkM2JMBVPWKAS3ikg6MBdoCNygqieEMmMm+tik1rLLrlEj\n6P69sbFB95eGlYt/WdmEX1lbcs2BQap6rKoOV9VlocyUMZVNQnIyQ+Li8u276dD6dCtj9HJjjFPW\nPrn7VXVJqDNjopv1L5Rdl6QkEseMYVhiIiO6dqXXSYfz5ll/knVMtXKnbeXiX1Y24VfW0ZXGmBDr\nkpS0byTlzj076fhSR65+72q+ufkbmtYOFrzDGFMc38STKymbJ2cqi+83fE+HlzrQ6YhOzLxqJlWk\nvOPEjKmYwrF2pTEmzNo2bsuY7mOY/ctsHv/0ca+zY0xUskrOhIz1L4TeDSffwOVtL2foh0P5fPXn\nZUrDysW/rGzCz1eVnIgMEJEfRGSpiDzmdX6M8ZqI8MIFL3BEvSPoM6UPf+z6w+ssGRNVfNMnJyJn\nAYOB81V1j4g0UtWNQY6zPjlT6Xz525ecOf5Mehzdg8mXTkYkaPeDMZVStPTJ3QI8oqp7AIJVcMZU\nVh2bdeSRcx5hyg9TeOGrF7zOjvGh+ampDE1MZER8PEMTE5mfmup1lnzBT1MIjgK6iMjDQBZwl6ou\n8jhPphTS09NtBYcw+tfp/2LuyrkMmjmIM5qfwQlNSrbIUCjLZX5qKmljx1qkhBAJVdnMT01l1sCB\njAos6g22wHeuiFZyIjIbCDbhZ0ggLwer6mki0gF4Bzgykvkzxs+qSBVe6fkKJz5/Ipf/3+Us6r+I\nWtVrRez69kHqX2ljx+YrF3ALfA9LSan0ZRPRSk5VuxX2mojcArwbOG6hiOSISINgIXz69u1Ly5Yt\nAahfvz7t2rXb920od7SSbUd+Oz4+3lf5qYjbyxYu465D7+LuFXeT/EEyV9e7ukTn5yrP9dPGjqVb\nRgbpQHwgvW4ZGTx53x2cdG4X6tSo4/nfJ9q2c/eVJ73tf2/n9w0/u+1Amrmpr163rtzp+3E793lm\nZibF8dPAk5uAw1R1uIi0/v/27jyuqjp94PjnARTMNZdcUiHQLM0EtZQ0xSUvjdq0TGWW5jhuk6np\nr1eSS4OlvnLSRjSLUUudFttt3HKJcKusFLBNLVFAEilHcUmFxO/vDy6IgqR47z3nXp7368WLs91z\nnuu3w9P3nO85D/CJMaZpKdvpwBNV4U36dBLTNk/jzXvfpH/r/m4/3snfTzKkbTPe+i6rxLqoYNgy\n2J/2jdoTFRJFt5BudG7a2aO9zIoo42gGcVvjWJC0gBavHufr1JLbTHY4eG7NGs8H52HeMvDkNSBU\nRL4FlgIDLY5HXaYLew3KfWKjYunUpBMjVo5gz+E9ZW57pe2SnJVMu/nt+OlUyQQH0LJpe2I6x+Dv\n58+sL2YR/WY0tWbUotNrnZj06SQS9iZw6vdTVxSDrypP22w/sJ3+H/QnNC6UuC/j6HN9H0Y8868S\nL/h+6rpgfcE3Nhp44hxVOcDqOJTyBgF+Abx131uEx4fT7/1+fDb4MwIDSi/XU175Z/OZ+flMJidO\npl7VegyPeZaJzy85797PhLAw+o2PpUv3gvs+J/JO8FnGZySmJZKYlsjzW55n2uZpVPavTMfGHekW\n0o2okCg6Nu5IUEBBGSEdzPLHzpqzrP5pNbO+mMWGtA1Ur1ydMR3GMKbjGJrWLLjgtalOcybPnUvu\n8cNs/GUbte9rzD/139E+lysvlV6uVOqcj3Z9xD3v3MPYjmN50fGiy/abcTSDgcsGsjF9I/fdeB//\n7vNv6lxVh02rVrF+7lz8T58mPyiIO0aNKjMhHcs9xpaMLSTuK0h6SVlJGAxBAUFENo6kRVYjqsQn\n8mL6gaLPTAwLwxEXp4kOOH3mNG988wazvpjFrkO7aFyjMWM6jGFo26HUDKp50c9N2zSNSYmTWN5v\nOX1b9PVgxNYo63KlJjmlvNyo1aN46euXWPHQCvpc3+eK9/f2d28zYuUI8k0+c6LnMCh8kMsePs85\nncOm9E1FSa/SzB0V+l7SxRw6eYiXv36ZeV/P45fffiGiQQRP3vYk97e8n0r+f1x+KS8/j3bz25Fz\nOofvH/ueGoE1PBC1dcpKchhjvOqnIGRlR4mJiVaHUCGd+v2UafNKG1NnRh2TeTSzxPpLbZecUznm\n4Q8eNsRiOi7saPb8b4+LIy1pQufbjIESP093jnT7se3gwrbZfWi3GbFihKkytYohFvOnN/9kEvYm\nmLNnz172vrfu32okVszjqx53UbT25cwLpeYM29yTU0qVT1BAEO/85R3azW/Hwx8+TMLABPz9/C9r\nH5vTNzNg2QAyj2US2zWWiV0mEuDn/j8PclW1UpcnZG9l7JqxPNXpKRpWb+j2ODyt8D5kZnY26+vX\n59p+PVhX5XOW715OJf9KDLh5AOMix9GyXstyH6ND4w6MunUUc7+aS//W/YlsEunCb+BFLpb97PqD\n9uSUKtXi5MWGWMyUDVMu+TN5Z/LMhE8mGL8pfiY0LtR8nvG5GyMsaePKlWZCWNh5vbgnQ5qYuyf1\nMP5T/E3Q1CAz5uMx5sCxAx6Ny51K+84PXI1pMKiamZQwyWQdz3LZsY6dPmaavNjEtJrXyuSeyXXZ\nfu2GMnpyek9OKR9hjGHgRwN569u3+HTgp3QN6Vrm9rsP7eaRZY+w7cA2BocPZnb0bKoHVvdQtOdc\nbDBL6uFUpm2exn92/IdK/pUY1nYY4zuPp1H1RpbEeDkjQI0xZP+WTcbRDNJz0kk/ml4wfTSd488l\n8ukPx0t8ZkKvnkxfu97lsa/6cRV9lvbh2ahnmdx1ssv3bwc68ER5RPE3KyhrHM89Trv57Tj5+0lS\nRqRQ96q6JdrFGMP87fMZt24cQQFBLOi7gHtvvNe6oP9A6uFUpm+ezpIdSwjwC2BYu2GM7zSea2tc\n65Hjl/Y6swlhobSZ+jT1OoQWJbLCJJZ+NJ39R/eTm5973n5qBNYguGYwzef8zAe7DgOc9/aY2K5d\niXXTs6b93u/Hsl3L2DFiBzfUvcEtx7CSJjnlEZrk7CEpK4nIVyPpFdaL5f2Ws3HjxqJ2+fW3Xxmy\nYgjLdy+nZ2hPFv95sceSxZXae2Qv0zZNK0p2Q9sOJaZzjFvjP3TyEJMc0cRv2V5i3S1hsK3Yk70N\nqzUkuFYwTWs2JbhmMME1ndO1CqYLh/xPcjiYum4dcH6Sc+eI0uwT2dw470ZaXdOKjYM24id2eg/I\nldMkp1QFM+fLOUycM4a7U1sQFtSAM4GBXH1fJC8ci+fI6SPM6DmD0R1Ge+Ufu71H9hb17PzEj2Ft\nh11xsjPGkHksk+SDySRlJZF8MJnkrGT2H9tP10WwIb3kZ0a0a8ED771McM1gGtdofMkP45feMwwj\n2s3PBi5KXsTg5YOJ7x3P8PbD3XYcK2iSU6qC2bhyJYuHPMii7JNFyx68Gr7vF8zSf6ygdf3WFkbn\nGvuO7GP65uks3rEYP/Er6tnt3byjzPtnZ81Z9hzeQ3JWsYR2MJlDJw8BIAgt6ragbcO2RDSIIHX8\n27xSSk/uSnpel/tQvSsYY+j5ek+2HdjGzpE7Lbm36S6a5JRH6OVK+7jYJbEJve5g+tp1FkXlHmk5\naUzfPJ1FKYuo9qPh/k+qMv/gsaL1T4Y0psq4v3Cs2VmSDiaRcjCFE3knAKjkV4mbrrmpKKG1bdiW\nm+vffN7Lpd3Z8/L0ObPn8B5av9KaO5vdyYcPfuix47pbWUlOn5NTygcF5OaWurxybp6HI3G/kFoh\nzO87nwm3T2Bs99uZfzDzvPUz0zK5JW42OwdXpU2DNgxqM4iIhgUJrWW9llT2r1zm/gsT2eRiPa9o\nD/S83KFZ7WbEdo0lJiGGZTuXcc+N91gdkttpklMuo704+zgTeO7+UFSx5flBQR6PxVNCaoXQpkYY\nkFliXbf6t7A15ovLfki+UJfevd2S1Kw4Z8ZFjmPpd0sZuXok3a/rXuY7MH2Bbe46i8itIvKViCSL\nyNfO6uBKqXLoNXp0idIrE8LCfL70SvHkXlxg9drlTnC+ppJ/JRbetZDs37KJ+STG6nDczjZJDvgn\nMNkYEwE845xXXkTrydlHl969ccTFMdnhYFCbNkx2ONw+es8OvC25W3XOtG/UnjEdxhC/PZ7N6Zst\nicFT7HS5Mgso7DfXAn62MBalvF7hJbaKNCDIl+6fudtz3Z5j2a5lDFs5jJThKS6vR2gXthldKSLB\nwBbAUNDDjDTG7C9lOx1dqZRSLrB2z1qi34zmmS7PMKXbFKvDKTfbPEIgIuuBBqWsmgiMBuYZY5aJ\nyP3AMGPMHaXsQ5OcUkq5yCMfPsK7379L8vBkWl3TyupwysU2Sa4sInLMGFPDOS1AjjGmxLAfETGP\nPvooISEhANSqVYvw8PCiyzGF17h13vPzxe8v2CEenS+YT0lJ4YknnrBNPDp/bn727NmW//3KOZXD\nkG+HcH2d65kaOhU/8bPNv8/F5gun09LSAFiyZIlXJLkkYKwxZqOI9ACeN8aUGGGpPTn72lCB7v14\nE20X+7JL27y+43UGfjSQl+58iZG3jrQ6nMvmLT259sA8IBA4BTxmjEkuZTtNckop5ULGGBxvONia\nuZUfRv5A4xqNrQ7psnhFkrtUmuSUUsr19h7Zy00v30TP0J78t99/Kbhr5B3KSnJ2ek5Oebni18uV\nfWi72Jed2ib06lCe7fYsK35cwfs/vG91OC6jSU4ppRQAT3R8grYN2zLq41EcOXXE6nBcQi9XKqWU\nKpKclcwtC27hr+F/ZcFdC6wO55Lo5UqllFKXJKJhBOMix7EweSEb0jZYHc4V056cchm7DIdW59N2\nsS+7ts3J30/S5vFQGm06Tpd6bTFVripRfLY8Nq1aVWZB2/LSenJKKaUu2bZ1ifRZ48e/Mk7Cri0A\nPPXTbnJO5dClT28q+1cm0D/wsio7lFZ8dqJz2p3vFtWenFJKqfMUryxf3C1hsG3AuXk/8StKeJX9\nKxf9BAacmy9cFzjzGz7+7n8l9jnZ4eC5NWuuKF7tySmllLpkF6ssH16jGf17PUZefh55+Xnk5ucW\nTefl55F7Jpe8sxfMO6er5ZVelX5nxjbit8XjCHNw3dXXuf67uHyPqsKy6/2Fik7bxb7s2jYXKz7b\n4JowxkaOLdc+J73tgB9L9g6zz/7G31f9HYDmtZvjCHPgaOYgKiSKapWrletYxenoSuUyKSkpVoeg\nSqHtYl92bRt3FJ+92D6nznyPXSN3ERcdR/M6zXkt5TX6Lu1L7Rm16b6kOzO2zCDlYArlvU2lPTnl\nMjk5OVaHoEqh7WJfdm0bdxSf/aN9tqjbgtEdRpN7JpctGVtYs2cNa1PXEpMQQ0xCDPWr1qdXWC8c\nYQ56hfWiXtV6RaM1y6JJTimlVAmFleU9vc/AgEB6hPagR2gPXuAFDhw/wLrUdaxNXcvqn1bz+jev\nA9Dm11A6fniY+KwcppWxP01yymUKazspe9F2sS9tmz/WqHojBoUPYlD4IPLP5pOUlcTa1LVsemwW\n8Vl/3BP2ykcIrI5BKaWUvfhMqR2llFLqUunoSqWUUj5Lk5xSSimf5TVJTkSiRWSXiPwkIuOtjked\nIyJpIvKNiCSLyFdWx1ORichrIpItIt8WW1ZbRNaLyI8isk5EalkZY0V1kbaJFZFM57mTLCLRVsbo\ni7wiyYmIP/ASEA20BB4SkRutjUoVY4AoY0yEMeZWq4Op4BZRcJ4UFwOsN8ZcDyQ455XnldY2BnjR\nee5EGGOu7CWOqgSvSHLArcAeY0yaMeZ34G3gzxbHpM5X6sgm5VnGmM3AhSWd7wKWOKeXAHd7NCgF\nXLRtQM8dt/KWJHctsL/YfKZzmbIHA3wiIttEZKjVwagS6htjsp3T2UB9K4NRJYwSkR0i8qpeSnY9\nb0ly+pyDvXUyxkQAdwIjReR2qwNSpXPWqdLzyT5eAa4DwoEsYJa14fgeb0lyPwNNis03oaA3p2zA\nGJPl/P0rsIyCy8vKPrJFpAGAiDQEfrE4HuVkjPnFOAEL0XPH5bwlyW0DmotIiIhUBh4EllsckwJE\n5CoRqe6crgr0Ar4t+1PKw5YDjzqnHwU+sjAWVYzzfzoK3YOeOy7nFe+uNMacEZHHgbWAP/CqMWan\nxWGpAvWBZSICBf89vWmMKVk0SnmEiCwFugJ1RWQ/8AzwPPCuiPwNSAMesC7CiquUtvkHECUi4RRc\nQt4HDLcwRJ+kr/VSSinls7zlcqVSSil12TTJKaWU8lma5JRSSvksTXJKKaV8liY5pZRSPkuTnFJK\nKZ+lSU4pGxCRzy5z+ygRWeGueJTyFZrklLIBY0wnq2NQyhdpklPKBkTkhPN3lIhsEJH3RGSniLxR\nbJto57LtFLwCqnB5VWdBzi9FJElE7nIuny0ik53TDhHZ6OGvpZTlvOK1XkpVAMVfPRROQXHgLOAz\nEbkNSALmA92MMaki8k6xz0wEEowxg52lWr4UkfXA08DXIrIFiKOgSoRSFYr25JSyn6+MMQecb6ZP\noaAUyw3APmNMqnObNzhXbLMXECMiyUAiEAg0NcacAoYC64G5xph9nvwSStmB9uSUsp/cYtP5FJyn\nF75k9sJq0vcaY34qZV83A7+iRYZVBaU9OaXszwC7gBARCXUue6jY+rXA6MIZEYlw/g4GxgERwJ0i\norXKVIWjSU4pezAXmS5YYEwuMAxY5Rx4kl1su+eASiLyjYh8B0xxLl8I/J8x5iDwN2Chsx6jUhWG\nltpRSinls7Qnp5RSymdpklNKKeWzNMkppZTyWZrklFJK+SxNckoppXyWJjmllFI+S5OcUkopn6VJ\nTimllM/6f2LRBlGrBdfTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb731423e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "plt.subplot(211)\n",
    "plt.plot(y[:, 0], lw=1.5, label='1st')\n",
    "plt.plot(y[:, 0], 'ro')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.axis('tight')\n",
    "plt.ylabel('value')\n",
    "plt.title('A Simple Plot')\n",
    "plt.subplot(212)\n",
    "plt.plot(y[:, 1], 'g', lw=1.5, label='2nd')\n",
    "plt.plot(y[:, 1], 'ro')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value')\n",
    "# tag: matplotlib_9\n",
    "# title: Plot with two sub-plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "uuid": "1f78f7fe-b24b-4304-92c5-01d34d43c90f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb730e2e050>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAikAAAEZCAYAAABSAbUuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXt8VNW1+L+LgEEUiA9EwWBCCr4VqAKtFeKDhzc+a6vV\ntoraX+/1Qbj29tYHoqnvviyC1/b6qa32Ia19UTVXTKqkaFuRhzEoaiCKgjxFFKgESFi/P/YZGMJM\nMpPMmXNmzvp+PvOZOefsc/ZaOWd21qy19tqiqhiGYRiGYYSNbkELYBiGYRiGkQgzUgzDMAzDCCVm\npBiGYRiGEUrMSDEMwzAMI5SYkWIYhmEYRigxI8UwDMMwjFBiRophGIaRFURkkoi8GLQcRu5gRkpE\nEJEbRGShiDSLyC/SOG+FiJzZzvFyEdklIlu810oR+Z2InJJGH1Ui8qtU2yc4fz8R+ZHX9xYReVdE\nfpyNvg0jn/G+W49648BmEXlVRCb61FdJm7FkrYg8LSJnp3GNLhtBInKriLwTN579Nlt9G/tiRkp0\n+AC4C/h5mucpIB1dW1V7q2pvYDTwFvBie8ZNhrkFGAGc6slQDizKUt+Gkc90B94HxqhqH+A24EkR\nOcrHPvt63+OTgFrgzyJypY/97cbr52vAWZ4MpwB/zUbfRhJU1V4ReuEMlV+02Xco8AywCdgIzMMZ\nJr8CWoFPgS3AtxNcrxxYmWD/TGBB3PaDuMHuE2Ah8AVv/0RgO7DD6+NVb/9VwFJgM9AEfLMdnZ4G\nprRzfADwR2A98A4wub2+7WUveyV/Aa8BF3mfy4FVwLeAdcBqYFJc20OAp7zv/Xxv/HkxyXVLgF1A\ntzb7/wtYG7d9M7DcGxveAC709h8LbANavO/zR97+CuBVT4b3gTva0W0m8ON2jvcFHvX0XOXp0y1Z\n3/bq+ss8KdEjkVfkv4CVOGPlMOAWdXwd96U+V52n5Idp9PNnYISI7O9tvwKcDBwEPAH8XkT2U9U5\nwL3Ab70+hnvt1wEV6n69XQX8WESGk5iXgW+JyLUicqKI7NZRRLrhjJhXccbKWcB/isj4dvo2DCMB\nItIfGIozDmL0B/rgvl/XAP8jIn29Y/+D+5FzOHA17ruc7losfwYOE5Gjve3luB85fYDvAr8Wkf6q\n+ibwH8A/ve/zwV77rcDXVLUvzmC5VkQuSNLXy8AVIvJtETlFRAraHH8M96OmDBgOjAe+0U7fRhcx\nIyV6JBogdgBHACWq2qqqf89AP6txBlERgKr+RlU3qeouVX0AKARig47QxnhS1f9T1Xe9z/OAGuD0\nJH3dB3wP+CqwAFglIld4x04FDlXVu1W1xbvmz4CvJOvbMIx9EZEewG+Ax1S1Me7QTuBOb+x4FmcU\nHO39g/8icLuqblPVN4DHSf/7ttp7PxhAVf+gqmu9z08Cy4BRMTHbnqyqf/P6RlWXAL8FxibqSFV/\nA0wGJgB1wDoR+Y6nf3/gHOBGT58NwHT2HkuMDNM9aAGMrJPoi/QDoAqo8ZwQj6jq97rYz0CcQfQx\ngIh8G/dLaoC3vw/Oc5NYSJFzgDuAIThjuhfQkKitqu4CHgYeFpFC3K+5n4vIK8BRwAAR2RR3SgEu\npGUYRgp4HslfAc3ADW0Ob/S+gzE+BQ4E+uH+x6yMO/Z+J7of6L1/5MlyBXAjLjyE19ch7cg+Crgf\nOB7YD/cD6clk7VX1CeAJz8i6CPiNiNTjxrIewJo4Z223TupkpIh5UqLHPp4UVd2qqt9W1TLgfFzo\n5Ixk7VPkImCRqm4TkdOB/wa+rKpFqnoQLj4c+6bv1YdnaPwR+D5wmNf+/0jhl4qqblfVh3H5Ncfi\nBpB3VfWguFcfVT3XO2VX0osZhoEXPn0UZ3RcrKqtKZ66AZejMShu36AkbdvjImCdqr7tJew+AlwP\nHOyNDa+TZCzxeAKYDRypqkXAT0nhf5/nGfoD7sfR8bixZDtwSNxY0ldVT2ynb6OLmJESEUSkQER6\n4n7ZFIhIYSzeKiIVIvIZbzDajEuWjf3zXoeLv6bSh4jIQBG5A+fNuNU71Bs3WH3oTWm8HedJibEW\nKInLJdnPe30I7PK8KuPb6XeKiIwVkf1FpLuXoX8gLg/lFWCLiHzHO14gIifETZFe16ZvwzD25ifA\nMcD5qro91ZM8Y+ZPQJX33TsOuJKO/5kLuPCKiNwA3I6bwQdwgHf+h0A3EbkKOCHu3HXAkV5oKsaB\nwCZV3SEiI4HLk8kgIleKyL+JSG8R6eaNPccD870QUw3wQNzxMhEZ007fRhcxIyU6TMO5YW/CTbHb\nBkz1jg3BTfXbAvwD+B9V/Zt37D7gNhHZJCLfSnBdxYVTtnjnv4L7Uo9V1djUvTneqxFY4fUd7yL9\nvfe+UUQWquoWoBLnkv0IuAz4Szu6fQr8CFiD+/V2Le4X3wrPDX0uMAw3s2cD7pdYzEjaq+92+jCM\nyOF5Lr6JS3pfG1fD5LK4Zu0ZHTfgjIS1uPIHqZRA+FhEtuI8GBOBL6nqYwCquhT3Xf+nd80TgJfi\nzn0el9S7VkTWe/uuA+4Ukc24cfB37fS9Gffj6j2cN/Z+4D9U9R/e8StwP6CW4sam3+OSgpP1bXQR\nUTUPlWEYhmEY4cM8KYZhGIZhhBIzUgzDMAzDCCVmpBiGYRiGEUrMSDEMwzAMI5TkXDE3EbFMX8MI\nEaqac9O3bRwxjHCRbBzJSU9K0AseZfN1xx13BC6D36+p48ejuHmMd3jvCtw2YULgstn9bf+V01Ql\neJFf40uuP1+mazT0bI+cNFKixIoVK4IWwXfGV1YyuZ+rF7fC23drWRnjJk8OTKZsEYX7awRHlJ6v\nqOgaFT1jmJFiBM6YigrWn/IgpzKBOfRnyucnMPHBBxlTURG0aIaBiCR9GYbhLzmXkxI1Jk2aFLQI\nWeGdDRUsL6rg44/rGHdLOWMiYp9E5f7mPFUp7gsZUXq+oqJrVPSM4ZsnRUR6ish8EakXkaUicp+3\nv0pEVonIq97rnLhzbhGRZSLylogkXaslSpSXlwctgu9s3w6vvQbnnw9QzvsRWlM0CvfXCI4oPV9R\n0TUqesbwzUhR1WbgDFUdBpwEnCEiX8DlRD6gqsO917MA3uJTlwLH4dZreNhbHjzS1NXVBS2C7zQ0\nwM6dUFEB3brVsXJlx+cETXshgHx9GblHFMaPGLmga9Df4TC80sXXcI+qfup93A8owC3YBHuW1Y7n\nAmCWqu4EVojIcmAk8LKfMhrBs2CBex81Cvr1IyeMFKDDrPR8wowUw8gMURo32tKZccRXT4W4pazr\ncUtYz1XVN7xDk0XkNRF5VESKvH0DgFVxp68CBvopXy4QBdfewoXOOBk0CIYMKc8ZI8Uwwk4Uxo8Y\nUdI1SvjtSdkFDBORvsBzIlIO/AS402tyF27Z7WuSXSLRzkmTJlFSUgJAUVERw4YN2/2Axlx+tp07\n23PnwqmnliMChYV1vPEGQHjkS7QdVaZPn059ff3u759hGIafSLZcTyIyDdimqj+M21cCPK2qJ4rI\nzQCqer93bA5wh6rOb3MdjZK7rK6uLq9/IfzrX9CnD0ybBlVVcPnldfzhD+U0N0O3EGckiUik3LbJ\n9PX251wsSEQ02YydtnqKSNLZPWF/BvJ9/IgnF3SN2rjRls6MI37O7jk0FsoRkf2BccCrInJ4XLOL\ngCXe56eAr4jIfiJSCgwBXvFLPiMcLF4Mu3bBKae47X79XBLtunXBymUYhmGkz2OPPcbpp5+esev5\n+Vv1COAFLydlPs5j8jzwfRFpEJHXgLHAjQCquhR4ElgKPAtcFymXSRLC/sugq8SSZk891b2fdVY5\nkDvJs2HjoYce4pRTTqFnz55cddVVKZ1TUlLCCy+84LNkRhDk+/gRT67qGoYZNTt27OCaa66hpKSE\nPn36MHz4cObMmZMF7TvGt5wUVV0CjEiw/4p2zrkXuNcvmYzwsXAhFBdD//5uu7jYva9cCSNHBidX\nrjJw4ECmTZvGc889x7Zt21I6J+ouaMMInKpgr93S0sKgQYOYN28egwYNorq6mksuuYQlS5Zw1FFH\n+Shcx4Q46m9A/idqLliwx4sC8P77dYB5UjrLRRddxAUXXMAhhxyy1/4PP/yQc889l4MOOohDDjmE\nMWPGoKp8/etf5/333+e8886jd+/e/PCHP0xyZSMXyffxI54o6ZppevXqxR133MGgQYMAqKiooLS0\nlMWLF1NXV8eRRx7JAw88QP/+/RkwYACPPfbY7nM3btzI+eefT9++fRk1ahRNTU0Zlc3K4huBsWkT\nLF8OV1+9Z1+fPrD//uR01dn//E+or+/6dYYNg+nTO3duW8/Ij370I4qLi/nwww8BePnllxERfvWr\nX/HSSy/x6KOPcuaZZ3ZVZMMw8oB169bR2NjI8ccfz+rVq1m3bh2bN29m9erV1NTU8KUvfYmLLrqI\nvn37cv3119OrVy/Wrl3LO++8w4QJExg8eHDGZDFPSsjJ1ThrKixc6N7jPSlnnFFOcbF5UrpK2zj0\nfvvtx5o1a1ixYgUFBQWcdtppAUlmZJN8Hj/aEiVd/WTnzp189atfZdKkSQwdOhSAHj16cPvtt1NQ\nUMA555zDgQceyNtvv01rayt/+tOfuPPOO9l///05/vjjufLKKzMaPjZPihEYMSMlNrMnRq4bKZ31\nfmSStoPEf//3f1NVVcX48W5JrG9+85vcdNNNQYhmGEZI2bVrF1//+tfp2bMnDz300O79hxxyCN3i\nakL06tWLrVu3smHDBlpaWiiOJRPC7pBRpjBPSsjJ5zjrggUwZAgUFe3ZV1dXl/NGShho60k58MAD\n+eEPf0hTUxNPPfUUDzzwAHPnzk3Y1sgf8nn8aEuUdPUDVeWaa65hw4YN/PGPf6SgoKDDc/r160f3\n7t15Py4+/36GY/VmpBiB0TZpNsagQbBmjauXYqRHa2srzc3NtLS00Nrayvbt22lpaaG6uprly5ej\nqvTp04eCgoLdv4z69++f8WQ3wzByi2uvvZa33nqLp556isLCwpTOKSgo4Itf/CJVVVVs27aNpUuX\n8vjjj2f0h4+Fe0JOvsZZ166FVav2DfWUl5ezfDmowgcfgFVfT4+77rqLO++8c/f2r3/9a+644w76\n9u3LDTfcwIYNGzjooIO4/vrrGTt2LAC33HILkydP5jvf+Q7Tpk3jW9/6VlDiGxkmX8ePROS0rlXB\ndv/ee+/xyCOP0LNnTw4/fE+91UceeYQBAwa0a3Q89NBDXHXVVRx++OEce+yxXH311Rn1amWtLH6m\niFpZ/HzlmWfgvPPgxRfhC1/Y+9hzz8HEiTBvHmSwcGFGiVptESuLn1pbw2iPqI0bbQlVWXwjM+Rr\nnHXBArc2z/Dhe++P5aSA5aUYRlfJ1/EjEVHSNUqYkWIEwoIFcPzxcMAB+x4zI8UwDMMAM1JCT07H\nWZOg6oyUtvko4PTt3dvN+DEjxTC6Rj6OH8mIkq5RwowUI+u89x58+GHimT0xiotzu+qsYRiG0XXM\nSAk5+RhnTVRpNkZMX6uVYhhdJx/Hj2RESdcoYUaKkXUWLID99oMTT0zexowUwzAMw+qkhJx8jLMu\nWAAnnQSJ6gXF9B00CDZuhE8/hV69sitfqlilViPs5OP4kYxc0dXGjfQwI8XIKrt2waJF8NWvtt8u\nfobP0Uf7L1e6RLnWgWEYncPGjfSxcE/Iybc467JlsHlz8qTZ+JwUyP+QT77dXyNcROn5ioquUdEz\nhhkpRlZZsMC9tzezB6JjpBiGYRjJMSMl5ORKnDVVFixwOSbHHJP4eEzfI4902/lupOTb/Q0LIjJR\nRN4SkWUiclPQ8gRFlJ6vqOgaFT1j+GakiEhPEZkvIvUislRE7vP2HywitSLSKCI1IlIUd84t3qDy\nloiM90s2IzgWLIARI6B7B9lQhYXQv3/+GylG5hGRAuAhYCJwHHCZiBwbrFSGYXQG34wUVW0GzlDV\nYcBJwBki8gXgZqBWVYcCz3vbiMhxwKW4QWUi8LCIRN7Tk0/xx5074dVX2w/1xOsbhYJu+XR/Q8RI\nYLmqrlDVncBvgQsClikQovR8RUXXqOgZw1cjQFU/9T7uBxQAm4Dzgce9/Y8DF3qfLwBmqepOVV0B\nLMcNNkaesHQpNDd3nI8Sw2qlGJ1kIBD/5Kzy9hmGkWP4aqSISDcRqQfWAXNV9Q2gv6qu85qsA/p7\nnwfgBpMYNrCQX/HHWNJsojV7YsTrGzNS8nnWXj7d3xCRx09MekTp+YqKrlHRM4avdVJUdRcwTET6\nAs+JyBltjquItDegJDw2adIkSkpKACgqKmLYsGG7b1zMFWbb4dtesAAOOKCOVatgyJCO2xcXw9at\ndVRXw7nnBi+/bcP06dOpr6/f/f0LKR8AxXHbxez9A8hRlfwCbfVur23b9u0V64rVyfCj/dy5c/e5\nb2eccUbCtkG076gtEIr2qrrP/e/oHmWzfVDPV6L2mXxekiHZKi4jItOAbcA3gHJVXSsiR+A8LMeI\nyM0Aqnq/134OcIeqzm9zHY1SQZy6uro9A2WOM2IEHHII1NYmbxOv75NPwqWXQkND+yX0c5lcv78i\ngqqGqoSmiHQH3gbOAlYDrwCXqeqbcW18G0dEJLFRU5W4mFdG2vt57Qy1D5MsSduHSZYk7fNYloTj\niJ+zew6NzdwRkf2BccCrwFPAlV6zK4HZ3uengK+IyH4iUgoMwQ0uRh7Q3AxLlqSejwJ7aqXke/Ks\nkVlUtQW4AXgOWAr8Lt5AMQwjd/Az3HME8Lg3Q6cb8CtVfV5EXgWeFJFrgBXAJQCqulREnsQNKi3A\ndZFymSQhl39lx/Paa9DS0n4+CuybkwL5nTybL/c3bKjqs8CzQcthGEbX8M1IUdUlwIgE+z8Czk5y\nzr3AvX7JZARHqpVm4zniCCgoyG8jxTAMw0hO5OuQhJ1YwlGus2CBK84WqySbjHh9CwpgwID8NlLy\n5f4ahmH4gRkpRlZYuNB5UdJdpXzQoPw2UgzDMIzkmJEScvIhZ2HLFnjzzY7zUWBfffO96mw+3F/D\nMAy/MCPF8J3Fi11BtnTyUWIUF8OqVbBrV+blMgzDMMKNGSkhJx9yFtJJmm2rb3Ex7NgBGzZkXq4w\nkA/31zAMwy98rThrGOCMlKOOgn790j930CD3vnKlS7w1jJygKmgBDCM/ME9KyMmHnIWFC1PLR4HE\nOSmQv8mz+XB/jb1R1aQvwzDSw4wUw1c2boR33ulcPgpY1VnDMIwoY0ZKyMn1nIWFC917qkZKW30P\nPRR69sxfT0qu31/DMAw/MSPF8JVY0uxnP9u580VcAbh8NVIMwzCM5JiREnJyPWdh4UIYOhT69k2t\nfSJ987mgW67fX8MwDD8xI8XwlQULOp+PEqO4OH+NFMMwDCM5ZqSEnFzOWVi92r3SMVIS6Vtc7K7T\n0pI52cJCLt9fwzAMvzEjxUiJedXV3DZhAlXl5dw2YQLzqqs7bF9VMYGxlNP4RMft26O42FWcXb26\n05cwDMMwchAr5hZywpCzMK+6muemTOGepqbd+25Z1sSOHXDmBRV065a4/SOx9q/A1Cnu85iKinb7\nSqRvfK2UWHG3fCEM99cwDCOsmCfF6JCaGTP2MlAA7nu3iVu+OJOCAigocNOEe/eGgw+GWy7at/09\nTU3UzpzZqf7jq84ahmEY0cE8KSGnrq4u8F/b3bdvT7j/hJJmzrsKdu506+vs3OleG/+4Hdbs276g\nubnDvhLpm88F3cJwfw3DMMKKGSlGh7QUFibcf+TRPbn99n3339ZYmNBIae3Zs1P99+njXuZJMQzD\niBa+hXtEpFhE5orIGyLyuohUevurRGSViLzqvc6JO+cWEVkmIm+JyHi/ZMslwvAre3xlJZMPK9tr\n361lZYybPDlp+6llqbePJ5m++ToNOQz31wgBVQlehmH46knZCdyoqvUiciCwSERqAQUeUNUH4huL\nyHHApcBxwEDgryIyVFV3+SijkQJjKir4yakw+tmZTPhCM7v278nEyZOTJsHG9k+bOZOC5mZae7bf\nPhXy1UgxDFt40DCS45uRoqprgbXe560i8ibO+ACQBKdcAMxS1Z3AChFZDowEXvZLxlwgLDkL731U\nQY/PV/Ddv6XWfkxFRaeMkmT6DhoEixalfbnQk+r9nVddTc2MGXTfvp2WwkLGV1Z2yegzDMPIBbKS\nkyIiJcBwnMFxGjBZRK4AFgL/paofAwPY2yBZxR6jxgiQlhaor4dvfjM4GYqLYcMG2LYN9t8/ODmC\nINEU8KlNqU3pNgzDyGV8n4LshXr+AExR1a3AT4BSYBguvfJH7ZweeT9oGLwob7/tjIPOLhKYDu3l\npACsWuW/DNkklfubaAp4V6Z0G4Zh5Aq+elJEpAfwR+DXqjobQFXXxx3/GfC0t/kBUBx3+pHevn2Y\nNGkSJSUlABQVFTFs2LDdg32szLhtZ277uecAyhkxIjh5iovd9tNP1zFiRLj+Pn5vr1q3jhh13ns5\nbkp3tuWZPn069fX1u79/hmEYfiJ+JW2JiACPAxtV9ca4/Ueo6hrv843Aqap6uZc4+wQuD2Ug8Ffg\nM9pGQBFpuyuvCUNOypQp8LOfwebNrnCbnyTTd9kyt5ryY4/BlVf6K0M2SeX+3jZhAnfX1Oyzf9qE\nCdw1Z45PkqWGiKCqiXLMQk0ujyMisu/sn6rECbgJ2wbUPkyyJG0fJlmStM9jWRKOI356Uk4DvgY0\niMir3r5bgctEZBgulPMu8O8AqrpURJ4ElgItwHU5O4rkGYsXw7Bh/hso7XHkke49ijN8xldWcu2C\nJn6yaU/I59ayMiamMKXbMAwjl/Fzds9LJM55ebadc+4F7vVLplwkaC9Kayu8+ipcdVV2+kum7/77\nQ79++Vd1NpX7O6aiguv7wOc2z6SwtZljPtuTy7/btSndhmEYuYCt3WO0S2Mj/Otf2Uma7Yio1kp5\n5x14/b0KTv/WHP5GHSdeNccMFMMwIoEZKSEnlrgYFIsXu/dsGSnt6ZuPRkoq9/cvf3Hv//7vbiHH\nd9/1VyYjB6hq8zKMPMWMFKNdFi1y/xiPPTZoSVxBt3wzUlJh9mw48UQoK4PSUudZMRIjIj8QkTdF\n5DUR+ZOI9A1apkyjqglfhpGPmJEScoLOSVm0CE4+GbpnaSnK9vQtLnYzjD75JDuyZIOO7u+HH8JL\nL8GFF7rtwYPNk9IBNcDxqnoy0AjcErA8hmF0ATNSjKTs2uWSZsOQjwJ7CrpFyZvyzDPuPsSMlJgn\nxX44J0ZVa+PW+5qPq7dkGEaOYkZKyAkyJ2X5ctiyJbtGSkc5KZBfRkpH93f2bKf38OFue/Bg503a\ntMl/2fKAq4H/C1oIwzA6jxkpRlJiC/qNGBGsHDHy0Uhpj08/hZoa50URr8xRaal7DzovZV51NbdN\nmBBI3yJSKyJLErzOi2szFdihqk8EIqRhGBkhS5kGRmcJMidl8WIoLITjj89en+3pO2AAdOuWX0ZK\ne/rW1Lg1k2KhHnCeFHB5Kaec4q9syYhf8PCeAPpX1XHtHReRScC/AWe11y4Ky2vsJpbHVLpnV3y1\n46Dbpyu/b+3jZI9vv7tNaUjat/17B9R+L9nj29PB/f8nsBYookN8K4vvF7lczjrXOPNM2LoVXnkl\naEn2UFwMZ53lyuPnO5MmwVNPwbp10KOH27dlC/TpA/ffDzfdFIxc8WX6heTlrINARCbiFi0dq6of\nttMuEuNIHpdQ96d9mGRJ0j6PZUk4jli4J+QElZOi6jwp2Q71dKRvcXF+VZ1Npm9LCzz9NFRU7DFQ\nAHr3hkMPDXaGT/ft24PrvGNmAgcCtSLyqog8HLRAhmF0Hgv3GAl55x031TcsM3tiFBfvKTCXDvOq\nq6mZMYPu27fTUljI+MrKUFdtfekl+OijvUM9MYKuldJSWBhc5x2gqkOClsEwjMxhRkrICSonJZY0\nm20jpSN9i4tdCER1TzJpR8TnUMSY6n0O2lBJpu/s2S4fKFFu6uDBe+5PEIyvrOTWpibujft7GoZh\n+IGFe4yELFrkwgwnnBC0JHszaBA0N7siZ6lSM2PGXgYKwD1NTdTOnJlh6TKDqiuFP24cHHjgvsdL\nS+G999zij0EwpqKCE7/zIKcSzOwewzCigxkpISeonJRFi1wp9v32y26/qeSkQHp5KclyKAqam1O/\niE8k0rehAVasSBzqAedJ2bkTPvjAV9Hape+RFSxkTnACGIYRCcxIMfYhljQbtnwU6FytlJ37Jc6h\naO3ZMwMSZZ7Zs10o67zzEh8PQ62Uxsbg+jYMIzqYkRJygshJWbHCVTQNwkhJJScF0jNSepxUyaWU\n7bXv1rIyxk2enKZ0mSeRvrNnw2mnwWGHJT4nvlZKUDQ2QlEKNQ4MwzC6giXOGvsQtkqz8fTr50JQ\nqRopO3fCr2dXcEAp3DZ0Jq+80EzPQ3vy7QcnB540m4gVK6C+Hn7wg+RtiotdUbugPSlDh4arho5h\nGPmHeVJCThA5KYsXu1WPTzwx6113qG+3bu6fdKpGyi9/CU1NcPeDFdw9Zw4HnlvH0l5zQmOgtNX3\nL39x7xdckPycHj1cAnHQnpShQ4Pr3zCMaGBGirEPixa5WT0hTdlIuaDb9u1w550wciSce67bN2qU\nM1rSmR2UTWbPdssQDOmg2keQtVI+/dQZiWakGIbhN74ZKSJSLCJzReQNEXldRCq9/Qd7C4Q1ikiN\niBTFnXOLiCwTkbdEZLxfsuUS2c5JUXVGSlChnlT0TdWT8uijzpi56649NVVGj3bv8+d3XsZMEq/v\nxo0wb17yWT3xDB4cnCclNpvbjBTDMPzGT0/KTuBGVT0eGA1cLyLHAjcDtao6FHje20ZEjgMuBY4D\nJgIPi4h5erLMypXun2UYZ/bEKC6G1avbrxOybRvcfTecfrqrNxLjs591IaOwGCnxPPMM7NqVmpFS\nWgpr1zqvRraJzewxI8UwDL/xzQhQ1bWqWu993gq8CQwEzgce95o9DsSG5AuAWaq6U1VXAMuBkX7J\nlytkOyclqEqzMVLRt7jYGShr1iRv89OfuuPxXhRwxdFOPDE8Rkq8vn/5CwwcmNrfPjbDZ8UKX8Rq\nl5iR0lHpD6sZAAAgAElEQVRIyjAMo6tkZXaPiJQAw4H5QH9VXecdWgf09z4PAF6OO20Vzqgxssii\nRVBQACedFLQkyRk0yL2vXAlHHrnv8a1b4b774OyzYezYfY+PGgW/+53zWnQLia/u009hzhy4+urU\nyv3H10o57jh/ZWtLYyMccUTiarhGCKkKWgDD6Dy+GykiciDwR2CKqm6RuBFYVVVE2lsvPeGxSZMm\nUVJSAkBRURHDhg3bHduP/TLNl+3Yvmz1V1tbx6BBsP/+4dV37VqAct5/H7Zv3/f4E0/Ahg3l3HVX\n4vOLiuCTT8ppbIS1a7OrXzJ9N28uZ9s2KCmpo66u4/OPO85t19TUceCB2ZN3+vTpVFfX06tXCVVV\nGCFHtb3h1TDCj/j5EItID+AZ4FlVne7tewsoV9W1InIEMFdVjxGRmwFU9X6v3RzgDlWd3+aaal88\nf1CFww+Hf/s3+MUvgpYmOR9/DAcd5GqJfPvbex/75BPnZfj8512ORyKWLnUzaH7xC5g0yXdxU+Lq\nq+FPf4L161NbikDVeTK++U348Y/9ly+eww5zeTOPPAIigqqmuNRjeLBxJDEiktjzUpXY4EmnvZ/X\nzlj7MMmSpH0ey5JwHPFzdo8AjwJLYwaKx1PAld7nK4HZcfu/IiL7iUgpMASIfKmobOakfPCB+ycZ\nZNJsKvr27ev+QSea4TN9uquWe+edyc8/5hjo0ycceSl1dXW0tLiVnSsqUl8rSSSYGT6bNsGGDZY0\nmysEtfaXYWQKP8M9pwFfAxpE5FVv3y3A/cCTInINsAK4BEBVl4rIk8BSoAW4zn7qZJfFi917GCvN\nxiPi8lLaGikffQQPPABf/GL7OnTr5mqnvPxy8jbZ5B//cDOqUpnVE08QtVKWLXPvZqQYhpENfDNS\nVPUlkntqzk5yzr3AvX7JlItks07KokXuH/iwYVnrch9S1TdRrZQf/hC2bIHvfrfj80eNgvvvh3/9\nCw44IH05M0V5eTnf+pbzoEycmN65gwfD3Lku9JNKsm0msJk9uUWnxo+qTEthGJ0nJHMbjDCwaBEc\neyz06hW0JB3Tturs+vUwYwZ85SuuWm5HjB7tpjHHplwHhaqrMnv22dC7d3rnlpa6mUzZrJ7b2OgM\n2dgUaCO/UNWkL8MIAjNSQk42Y8qLFwcf6klV3+JiZ5hs3+62v/c9V8At1Rkno0a596DzUn7xizre\nfTf9UA8EsxrysmVQUgKFhdnr0+g8octJqUrwMox2sFWQDcAVPluzJtyVZuMpLnbvq1bB/vvDww/D\nFVeknivRr5/7J5+pvJR51dXUzJhB9+3baSksZHxlZUqLGL70kgvVnHde+n3G10oZmaWyh7awoNFZ\nzBtjdIYOjRQRORy4BxioqhO98vWfU9VHfZfOyFpOStCVZmOkqm98Qbc//AFaWuD229Pra9Qot1ZO\nV5lXXc1zU6ZwT2xRG2Cq9zmZoRIzatb/fTtn9SmkcVElh6e5MnPMSMmWJ0XVGSlf+EJ2+jO6TlbG\njyr/uzCiSyrhnseAGlxFWIBlwI1+CWQEw6JF7hd9kEmz6RDzpLz0kqvXcc01e/5pp8ro0W7a9apV\nXZOlZsaMvQwUgHuamnhuxsyE7WNGzd01NTzzr79R+0kNz02Zwrzq6rT6PeAAV7MkWzN81q51OTDm\nSTFiWA6L4TepGCmHqurvgFYAVd2JmyJsZIFsxZQXL4ajjw6+1Hmq+q5YUs0pTOCF28sZ3jKBcaPT\n+wcPmctL6R5LjGnD32uaOfRQV7a+vBwuuQRuuAEenrLHqKnz2t7T1ETtzMRGTXtks1aKzezJPUKX\nk2IYaZJKTspWETkktiEio4FP/BPJ6AydzYmIsWiR+0eaC8yrruZvN01hAU27F06YencT/folD68k\nYtgwN/V3/ny4+OLOy9OSJIv0iLKeHDfeJfiuXw8NDe79pE2JjZqC5ua0+y4tzV69F1v92DCMbJOK\nkfJfwNPAYBH5B9AP+JKvUnXAbRMmpP1POFdJJabcmZyIeNatc2GPoPNRIDV9k4VXps2cmdYzUVgI\nw4d3/Z/8+MpKrlvYxMMf7ZHp1rIyrn1wMmMSiHPruEL4q/tcHre/tWfPtPsePBiefNLl5HT3OQ1+\n2TL3N4uF2ozwk806S4bhBx0Oa6q6SETGAkd7u972Qj6BcXdNTVr/hPOdrv7TzpVKszGShVc644kY\nPdrltHTln/yYigqu6w3jWmdy2rBmWnv2ZOLkyUn/9hP/s5Kp7zbtdc9uLStj4uTJafddWurqvaxc\nmX5OTro0NsJnPuNWyTYMw8gGqczuuRLnVI/VtBzhLSr2S18l64DO/HLOReJXBE5GV/9px2b2DB+e\njmT+kIq+ycIrnfFEjBoFDz4IS5Z0Xv833oA33qvg32dUkIqdEXtmp82cycq1ayk+/PB2jZr2iK+V\nkg0j5Zhj/O3DyCypfJ8MI8yk8tvxVHZH/ukJnAUsBgI1UqBzv5zzka7+0160yOUZ9OmTSan8Y3xl\nJVObMuOJGD3avc+f33kjZdYsV4X1kktSP2dMRQVjKiq6/E8kvlbKmWd2+jId0toKy5fD+ef714dh\nGEZbUgn33BC/LSJFwO98kygNOvPLOddI5R/Y+MpKrl3QxE827fmnfSllDP9sav+0Fy+Gz3++sxJm\nllT0jfdEFDR3HF5pj5ISV9jt5ZfhP/4j7dNRdUbKmWdC//7pn9/VX7lHHunCVH7P8HnvPdi502b2\n5BrmRTFync5E4T8FfHYsd0xnfznnI2MqKvjOEXBW60xOH95Mc/eevLNqMn/6fgXHjoQLLkh+7ocf\nujVwcu1PGfNEdBURF/Lp7DTkBQucF2Pq1C6L0im6d3eF7fyulWKrHxuGEQQd1kkRkafjXtXA28Cf\n/RctObdNmMDEBx/M+3wUSK3OwZYtsKixgpHXzaGqro77/zqHv86vYMQI+PKX4Zlnkp8blkqzMYKo\n6zB6NLz1FmzalP65s2a5acxf/GLn+s6EvqWl/ntSbPpxbmJ1UoxcJxVPyo/iPrcA76nqSp/kSYnJ\nj8/plGs9X/nb39zslHHj9uzr2xeee86trnvxxW6l3XPO2ffc2MyeMCTNBkWsqNuCBTB+fOrntbbC\n737n/q5FRf7IlgqDB7v76yeNjS5n6bDD/O0nU4jIfwE/wBWj/ChoeQzD6BwdelJUtS7u9VLQBgq4\nmh5RIZWYcm2tW2TvtNP23l9UBDU1cPzxcNFFzmhpy6JFUFYW7D/ZeIKIoZ96qgv7pFsvZd48tyjj\nZZd1vu9M6FtaChs2uJL1fhFbWFCk47ZBIyLFwDjgvaBlCRrLSTFynaRGiohsFZEtSV6bsylkW1av\nDrL38FFTA2PGuEJbbTn4YGfEHHMMXHgh/PWvex9ftCg8oZ6g6NsXjj02/byUWbPc+jmdWcE4k8RP\nQ/aLxsacSpp9APhO0EIYhtF1khopqnqgqvZO8gp0smqUPCkdxZRXrXL5FPGhnrYccogzToYMcVNI\nX3jB7f/oI1ixIlxGSlAx9NGjnZGS6rpoO3a41ZcvuAB69ep8v5nKSQH/jJTt293snlzIRxGRC4BV\nqtoQtCxhwHJSjFwn5dk9InIYrk4KAKr6fgrn/ByoANar6onevirgG8AGr9mtqvqsd+wW4GrcYoaV\nqlqT6LrmSdlDba177yiX4tBD4fnn4Ywz3C//70+r5vU/zGAs23n3yULmHR+NZQaSMWoU/Pzn0NTk\nqqp2RE2NS7TtSqgnU8Q8KX7N8GlqcsZbWIwUEakFDk9waCpwCxD/bUgaoJo0aRIlJSUAFBUVMWzY\nsN3hkdg/91zfjhEWeTorPzEDvLR9fbrcnsTtd7cpDUn7NvoF1X4v2ePbs3chwX3a/xNYC6SQZiAd\nLaktIufjkmcHAOuBo4A3VfX4Di8ucjqwFfhlnJFyB7BFVR9o0/Y44Alc8biBuNVNhqrqrjbt9Jpr\nlJ/9rGPlosDll8Pcuc5wSyVfYN06OOOUak76YAq/1bi1fsrKmBCRGVOJaGiAk0+GX/8avvrVjtt/\n9avw7LOwdq2b3RMkqi6p9aqrYMaMzF9/9myX07RgAZxyyt7HvOrTochUEZETgOdxZRIAjgQ+AEaq\n6vo2bbWjsc8IFhGBqgQHqiDRvctIez+vnaH2eSxLwnGkw8RZ4G7gc0CjqpbiKs6mFL1X1ReBRBM7\nEwlzATBLVXeq6gpgOTAy0XXNk+LYtcuFcc4+O/WExv79oaJsxl4GCrhlBmpnzvRBytzg+ONdfkkq\nybOffgp/+Yub3h20gQLu3g8e7F+4Jzb9OOw5Kar6uqr2V9VSb6xaBYxoa6AYhpE7pGKk7FTVD4Fu\nIlKgqnOBUzo6qQMmi8hrIvKoV8EWnKdmVVybVTiPyj5YToqjocHN6mgvHyURB5C5BfoyTVAx9IIC\nN8snleTZp5+Gf/0rM6GeTOlbWupfuKex0Rm3ffv6c30fibyrxHJSjFwnFSNlk4j0Bl4EfiMiM3Ah\nnM7yE1zkahiwhr3rsLQl4SBjnhRHLB/l7LPTOy+TC/TlE6NGQX09dGSrzZoFAwbA6adnR65UiHlS\n/Ihg5NjMnt2o6mCrkWIYuU0qibNzgT7AfwJf8z5/t7MdxrteReRnwNPe5gdAcVzTWDx5Hz78cBK3\n3VZC9+75m/AWn1CVKAGpvLycmhooKamjsREGDEj9+v3Ky3cv0Ffn9VHjLTMQZn393h49GnburOPR\nR+H66xO3f/rpOp55BioryykoCI++paXlbNsGf/5zHQcfnNm/z+uvw0UXue3p06dTX1+/O+HUCDd7\nJWYaRg6SSuJsFfBlXG7Jb4Hfq+q6lDsQKQGejkucPUJV13ifbwROVdXL4xJnR7IncfYzbbPbRERB\nefddtzhcVNm2DQ46CK69Fn784/TPn1ddTW3cAn3jOrlAXz6xZo3zkDzwANx4Y+I2jz4K3/gGvPKK\nCw+FhepqOPdc+Mc/4HOfy9x1N292YZ7774ebbtr3eJgSZ9PBEmfDjyXOJm6fx7J0LnFWVau8mTzX\nA0cA80Tk+Y7O8wSaBfwDOFpEVorI1cD3RKRBRF4DxgI3ev0sBZ4ElgLPAte1N4pEJS8lWUz5pZdc\n/Yp0yrjHM6aigrvmuLV+7pozJzQGSpAx9COOgOLi9vNSZs1yFXrbznLpLJnMSYHM56XYwoK5jeWk\nGLlOOqsgr8fNbN4I9EvlBFVNlFr483ba3wvcm8q1o56XUlvrZpaMGRO0JPnF6NHJZ/isXeume996\na/jKw8e8ipme4WMLCxqGESSprIJ8nYjU4eoPHAp8Q1VP8luwjoiKJyVZTLm2Fj7/eTdtNp8IOoY+\napSrrrouQUDzySfdtO9MFnDLlL69esHhh2fek9LY6AyysrLMXtfIDkF/nwyjq6Qyu6cY+E9VPU5V\n7/DCMoFSWBhtT8r69W4WSrpTj42OGT3avScK+cyaBSedBMcdl12ZUsWPWinLlsGgQRDxiV+GYQRE\nKjkpt6hqfTaESZWBA6PjSUkUU37eywjKRyMl6Bj6iBHQvfu+IZ9333X7Ml0GP5P6+lErJbb6sZGb\nBP19MoyukoonJXQMGBBtT0pNjZvZM2JE0JLkH/vv78rjt/Wk/Pa37v0rX8m+TKkyeLBbcHLHjsxc\nT9WMFMMwgiUnjZQoeVLaxpRVXT7KWWe5Kqn5Rhhi6KNGuSnGra179s2a5XKAMj3tPZP6lpa6nJn3\nO1z6MzU2bIBPPjEjJZcJw/fJMLpCThopMU9KFMscvPWWM9A6O/XY6JjRo2HrVnjzTbf9xhuwZEk4\nVjxuj9hqyJnKS7GZPYZhBE1OGikDB7q1UzZvDloS/2kbU46Vws/HfBQIRwx91Cj3HstLmTULunVz\nCwpmmkznpEDm8lKsRkruE4bvk2F0hZw0UgYMcO9RzEuprYXPfCba1Xb9ZsgQl/Mzf77z1s2a5cJr\n/fsHLVn7DBwIPXpk1pPSo4eb3WMYhhEE6RRzCw0DvbWRP/gAjj02WFn8Jj6mvGMH1NXB178emDi+\nE4YYuojzprz8MixY4DwTt93mT1+Z1LegAI46KnOelMZGVx+le06OEgaE4/vUJaqCFsAIGvOk5BAv\nv+xyJfI11BMmRo92uSiPPOIq+150UdASpUYma6XYzB4jSFQ16cuIDjltpERhhk98TLm21uVGnHFG\ncPL4TVhi6L2p5rM6geWPlnN23wk0/L3al34yrW+maqXs2uVyUsxIyW3C8n0yjM6Sk47cXr2gqCh6\nnpTaWhg50ulu+Me86mrWPz6FBTS5HRtg6hT3OSwLMSZj8GD46CM3dbhv385fZ+VKt4ClGSmGYQRJ\nTnpSwHlTouBJicWUN21y+RH5PvU4DDH0mhkzuP/dpr323dPURO3MmRnvK9P6xmb4dDXkE5vZM2RI\n165jBEsYvk+G0RVy1kgZODBanpS5c50L3vJR/Kf79u0J9xc0N2dZkvTJVK0Uq5FiGEYYyFkjJSqe\nlFhMubYWevfeU8MjXwlDDL2lsDDh/lYfVtnzIycFup6X0tjoVtg+4oiuy2QERxi+T4bRFXLWSBk4\nENascd6FKFBbC+Xlrm6F4S/jKyuZWla2175by8oYN3lyQBKlzkEHuVyUTHhShg5107ENwzCCIicT\nZ8F5UlpbYf16OPzwoKXxj/Lyct55B5qaYMqUoKXxnzDE0GPJsdNmzqSguZnWnj2ZOHmyL0mzmdZX\nJDMzfBob4ZRTMiOTERxh+D4ZRlfIWSMlVtBt9er8NlIg/0vhh5ExFRWhn8mTjMGDYenSzp+/Ywes\nWAGXX54xkQzDMDpFzoZ7olIrpa6ujtpaOPJIOProoKXxn6jF0P3Qt7TUhXs6Gwp9913npbSZPblP\n1L5PRv7hq5EiIj8XkXUisiRu38EiUisijSJSIyJFccduEZFlIvKWiLQ72Tbek5LPtLbCCy+4qceW\nH2CkwuDBrsbJ2rWdO99m9hiGERb89qT8ApjYZt/NQK2qDgWe97YRkeOAS4HjvHMeFpGk8vXv76qv\n5rsnpXfvcjZtik6oJ2oxdD/07eoMn5iRYp6U3Cdq3ycj//DVSFHVF4FNbXafDzzufX4cuND7fAEw\nS1V3quoKYDkwMtm1u3d3hkq+e1Ji+ShnnRWsHEbu0NVaKY2NcOihcPDBmZPJMAyjMwSRk9JfVdd5\nn9cB/b3PA4BVce1WAQPbu1AUaqX8/vd1DB8O/foFLUl2iFoM3Q99jzrKvXfWk2Jr9uQPUfs+GflH\noLN7VFVFpL0lLRMemzRpEiUlJWzZAqtXF1FXN2y3WzP2pcyH7a1bYcmSei65BCB4ebKxXV9fHyp5\nclXfgQPLeffdzp2/ZAmce27i49OnT6e+vp6SkhIMwzD8Rvxe9lpESoCnVfVEb/stoFxV14rIEcBc\nVT1GRG4GUNX7vXZzgDtUdX6b62lM5muvhd//Hj780FcVAmFedTW/mTaDt1/dzrGfLeSy71bm7JRY\nI/ucfrpLtJ43L73ztm51lY3vuQduvbXj9iKCquZcSnf8OGLkByICVQkOVEGie52wfTptA2qfx7Ik\nHEeC8KQ8BVwJfM97nx23/wkReQAX5hkCvNLehQYOhI0b3UyGJJXMc5J51dU8N2UK/9vkLXK3KHdW\n4TXCweDBblZYuixf7t4t3GMYRhjwewryLOAfwNEislJErgLuB8aJSCNwpreNqi4FngSWAs8C13X0\nUydWKyXfkmdrZszgHs9AqfP2+bUKb9iIWgzdL31LS12+VpK1EpOSD9OPRWSyiLwpIq+LyPeClidI\novZ9MvIPXz0pqnpZkkNnJ2l/L3BvqtePr5USm3aZD+TyKrxGOBg8GFThvffSMzhiRspnPuOPXH4j\nImfgZhCepKo7RSQiKeeGkZ/kbMVZyN+qs/Gr8JbH7fdjFd6wEbW6Dn7p29laKcuWQXEx9OqVeZmy\nxLXAfaq6E0BVNwQsT6BE7ftk5B85baTka9XZ8ZWVTD4sN1fhNcJBZ2ulxFY/zmGGAGNE5GURqRMR\nWybRMHKYnF1gENyy9IWF+edJGVNRwc8+D6P+MpNjTlzLoCMO920V3rBRV1cXqV9/fum7bHE1I2UG\n/7h3Ox/MLmR8ZWqzwxob8aa8hxcRqQUSLSs6FTemHaSqo0XkVFye2+BE14mVMgAoKipi2LD8K2UQ\n2xcWebKhLwAx49zzKKbcnsTtd7cpDUn7NvoF1X4v2ePbs/fYtk/7fwJrgSI6xPcpyJmm7dTBsjIY\nPRp+85sAhfKBceNg0yb44Q/tn3Y+44e+sdlhseRrgKllZUx48MF2DZWNG12l2QcegBtvTK2vsE1B\nFpFngftV9W/e9nJglKpubNMuElOQo/R9sinI7Vw7CbkwBTmnwz2Qv1VnGxrgpJOiF1M2fbtO/Oyw\nGPc0NfH7u2Ymne0zr7qaO/5tAmMp561fTWBedXXG5coSs3GzBhGRocB+bQ2UKBG171PaVLV55SGq\nmvSVC+R0uAdcXsrixUFLkVnWrYP16+Hkk4OWxMhFks0OWzK/mT59YMQI+Nzn4POfd+9N9c7z8lDM\nsHk1p+vy/Bz4ubfy+g7gioDlMUJKrvyTjjp540nJp+etocG9n3RS9OocmL5dpyVJZcOhw3oyZQoU\nFMDDD8OXvwxHHglTL07secnFujzeAqVfV9UTVfWzqloXtExBErXvk5F/5LyRMnAgfPopbN4ctCSZ\nI2aknHhisHIYucn4ykqmlu07O+xrd0/m+9+Hl15y35f582H6dDiij9XlMQwjnOR8uCe+VkrfvsHK\nkikaGpxehx4avZiy6dt1YiGaaTNnUtDcTGvPnvvMDttvPxg50r02/F8h1Ox7nSjU5cl3ovZ9MvKP\nnDdS4mulHHdcsLJkiljSrGF0ljEVFSnnk4yvrGRqU9NeIZ9by8qYaHV5DMMImJwP9+Rb1dmdO2Hp\n0j1GStRiyqZv9hlTUcGEBx9k2oQJVI0dy7QJE5jYwXRlIzcIw/NlGF0h5z0p+bbI4Ntvw44d5kkx\nsks6nhfDMIxskfOelF69oKgofzwp8TN7IHoxZdPXMDKHPV9GrpPznhRweSn54klpaIAePeCYY4KW\nxDAMw9hNVdACRJOc96RAflWdbWhwCcA9erjtqMWUTV/DyBz2fGWGXK/amsvkhZGSb54Uy0cxDMMw\njDwxUgYMgDVroLU1aEm6xsaNziMUb6RELaZs+hpG5rDny8h18sZIaW2FDRuClqRrLFni3s2TYhiG\nYRgBGikiskJEGkTkVRF5xdt3sIjUikijiNSISFEq14oVdMv1vJS2M3sgejFl09cwMoc9X0auE+Ts\nHgXKVfWjuH03A7Wq+n0RucnbvrmjC8XXSvnsZ32QNEu89hr06wf9+wctiWEYhhFaqoIWIHsEHe6R\nNtvnA497nx8HLkzlIvGl8XOZWNKsxP1VohZTNn0NI3PY85V/RG2mUZBGigJ/FZGFIvL/vH39VXWd\n93kdkJJPoX9/6NYtt8M9ra3w+utw8slBS2IYhmEY4SBII+U0VR0OnANcLyKnxx9UZxamZBp27+4M\nlVz2pCxfDs3N+ybNRi2mbPoaRuaw5yv/iNo9DSwnRVXXeO8bROTPwEhgnYgcrqprReQIYH2icydN\nmkRJSQkARUVFDBs2jAEDyvnggz03MObmzJXtDRvc9o4dddTV7TleX18fCvmytW36hku+ttvTp0+n\nvr5+9/fPMAzDTySIOJaI9AIKVHWLiBwA1ADfBc4GNqrq90TkZqBIVW9uc64mkvmCC2DFCpd8motM\nmwb33Qdbt0LPnkFLYxipISKoatvcstCTbBwxchcRSZxQWkXW8zXSlUUk+VcozLJ3Ss/k7RP+EYLy\npPQH/uzdmO7Ab1S1RkQWAk+KyDXACuCSVC84YAD8/e9+iJodGhrg6KPNQDEMw4gaZjAnJ5CcFFV9\nV1WHea8TVPU+b/9Hqnq2qg5V1fGq+nGq1xw40FVs3b7dP7n9JFk5/KjFH01fw8gc9nzlH1G7p0FP\nQc4Y8bVSco1PPnGhKqs0axiGYRh7CLKYW0aJr5VSWup/f/Oqq6mZMYPu27fTUljI+MpKxlRUdOpa\n7ZXDj1qdA9PXMDKHPV/5R9Tuad4YKTFPSjZqpcyrrua5KVO4p6lp976p3ufOGCqxcvhWI8UwDKML\nVAUtgJFp8ibck82qszUzZuxloADc09RE7cyZnbpeQwMcdNAeHeKJWvzR9DWMzBGl52vu3LmRqMQa\npXsKeeRJOeggKCzMjiflk9WJs3MLmps7db1E5fANwzCMHKYqaAHyg7zxpIg4T4SfnpQ1a+CSS+Dl\n1wsTHm/txPzhXbtcTkqypNmoxR9NX8PIHFF6vsKkq5/r64RJz2yQN0YKuLwUPzwpu3bBT38Kxx4L\nTz0Fp369klsHl+3V5tayMsZNnpz2tVescAXcbGaPYRiGYexNXhkpfnhS3ngDTj8drr0WRoxwXo+H\nf1nBxBkPMm3CBL540FjG9JzAhOkPdilpNpmRErX4o+lrGJkjSs9XVHSNip4x8spIiXlSMpEn1dwM\nt90Gw4fD22/DY4/B88/DkCHu+JiKCu6aM4cLp9fxYvMc9jukc9OPX3vNhaqOP77rMhuGYRhGPpE3\nibPgPCmffgqbN0PfvumdG1/3ZN2/Cnl+VSXL1lZwxRXwox/BoYcmPu/CC10p+yeegM99Ln2ZGxrg\nM5+BAw5IfDxq8UfT1zAyR5Ser6joGhU9Y+SVkRJfKyUdIyVR3ZOvdW/i+rtgym3te0j69IHzzoMn\nn4Qf/xi6p/kXbWiAYcPSO8cwjMSIyEjgIaAH0AJcp6oLgpXKMIzOklfhns7WSklU9+TXLU18+FJq\ndU8uvxzWr4cXXkiv361boamp/aTZqMUfTV+ji3wfmKaqw4Hbve3IEqXnKyq6RkXPGHllpHS26mz3\nJKsSplr35JxznOfmiSfS6/eNN1z+jM3sMYyMsQaI+VGLgCxUTjIMwy/y0khJ15PSUti1uieFhfCl\nL+aU0ScAAAwpSURBVMGf/gTbtqXeb0czeyB68UfT1+giNwM/EpH3gR8AtwQsT6BE6fmKiq5R0TNG\nXuWk9OoFRUXpe1K+8P8q+UptE7/VPSGfW8vKmJhG3ZPLL4dHH4XqamewpEJDA/TuDUcdlZ68hhFl\nRKQWODzBoalAJVCpqn8WkS8DPwfGJbrOpEmTKCkpAaCoqIhhw4bt/gcQc6nbtm1HcZt33RuxxXpj\n2x77hJzatvfatL3+bv4JrMX5OjtAcm1dAxHR9mQ+4QQYOtR5NVLll7+E66+s5sqRMzl0/2Zae/Zk\n3OTJadU9aW2F4mIYPTr1vseOhZYW+Pvfk7eJv9FRwPTNLUQEVQ3Ngg4isllV+3ifBfhYVfdJo+9o\nHMkXcv35Soeo6Oq3niKSuKR/FftUzE2nbQrtE44jeeVJgc5VnX3sMehfVsHMlys6vX5OQQFceik8\n/DB8/LHz6LSHqquRctllnevPMIyELBeRsar6N+BMoDFogQzD6Dx5lZMC6VedXbEC5s6FK6/s+gJ/\nl18OO3ak5klZuRI++aTjpNko/DKIx/Q1usg3ge+LSD1wt7cdWaL0fEVF16joGSPvjJQBA9xCgK2t\nqbX/1a/c+xVXdL3vU05xhdlSmeUTS5o9+eSu92sYhkNVF6rqKFUdpqqfU9VXg5bJMIzOEzojRUQm\nishbIrJMRG5K9/yBA52BsmFDx21VXajnzDMzk7wq4rwpL7zgDKX2iBkpJ5zQfruozYk3fQ0jc0Tp\n+YqKrlHRM0aojBQRKcBVi5wIHAdcJiLHpnONdGqlvPQSvPOOC/Vkissuc8bP737XfruGBigtdRVr\nDcMwDMPYl1AZKcBIYLmqrlDVncBvgQvSuUA6VWcffxwOPBAuvjhtOZNyzDFuteRZs9pv19CQWhG3\nqMUfTV/DyBxRer6iomtU9IwRNiNlILAybnuVty9lUvWk/Otfbr2dL385+eJ+neXyy+GVV2D58sTH\nm5vdyspWadYwDMMwkhO2KcgpFS5orwjTW2/VIQKrV7vtZEVrVq0qZ8sWOPnkOurqMlsUZ9AgECln\n1iw4/fR9jzc2wq5d5Zx0UsfXmz59eqSKTJm+4ZIvkbz19fW7v39GuIlK7RCIjq5R0TNGqIq5icho\noEpVJ3rbtwC7VPV7cW06LMI0YIBbT+fRR5O3GTfOLe63fDl088GfVF4Oa9fCm2/uO7X5F7+Aq692\n3pShQ9u/TtQeSNM3twhbMbdUsWJu+UdUdI1aMbewhXsWAkNEpERE9gMuBZ5K9yIDBrSfk/L++/D8\n8y5h1g8DBVzI5+23ob5+32MNDbD//lBW1vF1ovCli8f0NYzMEaXnKyq6RkXPGKEyUlS1BbgBeA5Y\nCvxOVd9M9zoDB7afk/KrX7kZOJmojZKMiy+GHj0S10xpaHBTjwsK/OvfMAzDMHKdUBkpAKr6rKoe\nraqfUdX7OnON9jwpqm5Wz9ixbgqwXxxyCEyc6Gb57Nq1d/+vvZZ6EbeozYk3fQ0jc0Tp+YqKrlHR\nM0bojJRMMHAgbNzoZtG05Z//hGXLYNIk/+W4/HLn0XnxxT371q51stnMHsMwDMNon7w0UmLTkBNV\nfX3sMTfl+Etf8l+O885zfcWHfGKVZlM1UqIWfzR9DSNzROn5ioquUdEzRl4aKbGCbm3zUrZtc5Vg\nL77YFXHzmwMOgAsvhN//3i08CHuMlBNP9L9/wzAMw8hl8tJIiXlS2ualzJ4NmzdnJ9QT4/LLYdMm\nqKlx2w0NcOSRcPDBqZ0ftfij6WsYmSNKz1dUdI2KnjHy0khJ5kl57DG3kODYsdmTZdw4l0QbC/m8\n9prloxiGYRhGKoSt4mxGOOggKCzc25OyahXU1sK0af7VRklEjx6u9P4vf+k8Km++CRUVqZ8ftfij\n6WsYmSNKz1dUdM2KnlX+d5EqeWmkiOxbK+XXv/a/NkoyLr8cfvpT+N73oKXFPCmGYRhGOEm7EnOV\nL2LsJi/DPbB3rRRVF+o5/fTUqrxmmtNOg9JDq5n7/QmMpZz5D01gXnV1SudGLf5o+hpG5ojS8xUV\nXcOkp6omfWWKvPSkgPOkLFrkPs+f70rUf+c7wcjy0rPVjGuZwv9qk9vxD5g6xX0ek07sxzAMwzAi\nRKgWGEyFVBcG+9a34H//F7Zuheuuc1Vm166FPn2yIGQbbpswgbtj03vimDZhAnfNmZN9gQwjQ9gC\ng4ZhpEo+LDCYMQYOhE8/hXXrXGn6iy8OxkAB6L59e8L9BYlK4hqGYRiGAeSxkRKrlfKTn8Ann2S3\nNkpbWgoLE+5v7dmzw3PDFH/MBqavYWSOKD1fUdE1KnrGyFsjJVYrZcYMKC6GM84ITpbxlZVMbZOx\ne2tZGeMmT+7w3Pr6er/ECiWmr2Fkjig9X1HRNSp6xsjbxNnVb1dzCjM44OPt9D+okJeerQwsSTXW\n77SZMylobqa1Z08mTp6ckjwff/yx3+KFCtPXMDJHlJ6vqOgaFT1j5KWRMq+6mtfun8ICvNk07wY/\nm2ZMRYXN5DEMwzCMNMjLcE/NjBnc907TXvvuaWqidubMgCTqPCtWrAhahKxi+hpG5ojS8xUVXaOi\nZ4ycnIIctAyGYewhV6cgBy2DYRh7SDaO5JyRYhiGYRhGNMjLcI9hGIZhGLmPGSmGYRiGYYSSnDFS\nRGSiiLwlIstE5Kag5ckGIrJCRBpE5FUReSVoeTKNiPxcRNaJyJK4fQeLSK2INIpIjYgUBSljJkmi\nb5WIrPLu8asiMjFIGfOdKI0j+Tp+RGncsDEjR4wUESkAHgImAscBl4nIscFKlRUUKFfV4ao6Mmhh\nfOAXuHsaz81AraoOBZ73tvOFRPoq8IB3j4erqi3m5BMRHEfydfyI0rgR+TEjJ4wUYCSwXFVXqOpO\n4LfABQHLlC1ybuZEqqjqi8CmNrvPBx73Pj8OXJhVoXwkib6Qx/c4ZERxHMm7ZytK44aNGbljpAwE\nVsZtr/L25TsK/FVEForI/wtamCzRX1XXeZ/XAf2DFCZLTBaR10Tk0XxxU4eUqI0jURo/ojZuRGbM\nyBUjJarzpE9T1eHAOcD1InJ60AJlE3Xz4/P93v8EKAWGAWuAHwUrTl6T789SWyI5fkRg3IjUmJEr\nRsoHQHHcdjHuV1Beo6prvPcNwJ9x7up8Z52IHA4gIkcA6wOWx1dUdb16AD8jGvc4KCI1jkRs/IjM\nuBG1MSNXjJSFwBARKRGR/YBLgacClslXRKSXiPT2Ph8AjAeWtH9WXvAUcKX3+UpgdoCy+I43oMa4\niGjc46CIzDgSwfEjMuNG1MaMnFhgUFVbROQG4DmgAHhUVd8MWCy/6Q/8WUTA3affqGpNsCJlFhGZ\nBYwFDhWRlcDtwP3AkyJyDbACuCQ4CTNLAn3vAMpFZBjOPf0u8O8BipjXRGwcydvxI0rjho0ZVhbf\nMAzDMIyQkivhHsMwDMMwIoYZKYZhGIZhhBIzUgzDMAzDCCVmpBiGYRiGEUrMSDEMwzAMI5SYkWIY\nhmEYRigxI8XoMiLy9zTbl4vI037JYxhG7mHjiJEIM1KMLqOqpwUtg2EYuY2NI0YizEgxuoyIbPXe\ny0WkTkR+LyJvisiv49pM9PYtwpVyju0/QER+LiLzRWSxiJzv7Z8uItO8zxNE5G9ZVsv4/+3dv0tX\nURjH8fdnyP6IoMQpHEKXhjaXoLXNtcixQZfEKfwLxE0cW/oDGkLExYYKUqIhEHGLoj8gHORpuDe4\n+GP7+vWY79dyzz33B+fA5eHh3Mt9pDEyjug81+K3+Gre8LfFM8A0XXXOD0keAV+ADWCuqg6TvB1c\nswJsV9WzvuT4xyRbwDLwOckusEZXyVXS/8s4ojNcSdGofaqqH32Fzn26kuL3gaOqOuzPeQOkbz8G\nXiXZA3aA28DdqvoDvAC2gPWqOhrnJCRdKeOIAFdSNHrHg/YJ3TN2ukBUTu0/raqDc+71APgN3Bnd\n8CRdA8YRAa6k6PIV8B2YTDLV980Pjr8HXv7bSTLbb+8Bi8As8CTJw/EMV1KDjCM3lEmKRqEuaHcd\nVcfAAvCu/+Dt1+C8VeBWkq9JvgGv+/5NYKmqfgLPgc0kE5c1AUlXzjiiM9K98pMkSWqLKymSJKlJ\nJimSJKlJJimSJKlJJimSJKlJJimSJKlJJimSJKlJJimSJKlJJimSJKlJfwFGygl8rBgDmAAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb730f36550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 4))\n",
    "plt.subplot(121)\n",
    "plt.plot(y[:, 0], lw=1.5, label='1st')\n",
    "plt.plot(y[:, 0], 'ro')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('value')\n",
    "plt.title('1st Data Set')\n",
    "plt.subplot(122)\n",
    "plt.bar(np.arange(len(y)), y[:, 1], width=0.5,\n",
    "        color='g', label='2nd')\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('index')\n",
    "plt.title('2nd Data Set')\n",
    "# tag: matplotlib_10\n",
    "# title: Plot combining line/point sub-plot with bar sub-plot\n",
    "# size: 80"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other Plot Styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "uuid": "25aea2f5-5e26-4d01-9660-0eac2a9eaf7c"
   },
   "outputs": [],
   "source": [
    "y = np.random.standard_normal((1000, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "uuid": "22e55805-f571-4f38-8b53-b1fd216a4b95"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb730cf00d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAFRCAYAAAD3iuN0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb731232410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(y[:, 0], y[:, 1], 'ro')\n",
    "plt.grid(True)\n",
    "plt.xlabel('1st')\n",
    "plt.ylabel('2nd')\n",
    "plt.title('Scatter Plot')\n",
    "# tag: matplotlib_11_a\n",
    "# title: Scatter plot via +plot+ function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "uuid": "dcb44778-f3b8-4fae-95cb-4cf6d1fec624"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb730c25cd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAFRCAYAAAD3iuN0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDMMwTOFg5cYwDMMUDlZuDMMwTOH4/wEvG8wjRR+QFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb730c6b110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "plt.scatter(y[:, 0], y[:, 1], marker='o')\n",
    "plt.grid(True)\n",
    "plt.xlabel('1st')\n",
    "plt.ylabel('2nd')\n",
    "plt.title('Scatter Plot')\n",
    "# tag: matplotlib_11_b\n",
    "# title: Scatter plot via +scatter+ function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "uuid": "bc89c721-ef4f-45c5-a713-ae74134d4ab7"
   },
   "outputs": [],
   "source": [
    "c = np.random.randint(0, 10, len(y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "uuid": "9fcd1af6-f018-4f1b-a2e8-51a6f2cf415e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb730b0fb50>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAFRCAYAAAC1yZDjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb730bbd550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "plt.scatter(y[:, 0], y[:, 1], c=c, marker='o')\n",
    "plt.colorbar()\n",
    "plt.grid(True)\n",
    "plt.xlabel('1st')\n",
    "plt.ylabel('2nd')\n",
    "plt.title('Scatter Plot')\n",
    "# tag: matplotlib_11_c\n",
    "# title: Scatter plot with third dimension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "uuid": "c9a9df7d-0e1f-41c5-8e8c-8c523214fb93"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb73099da10>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAEZCAYAAAAOvYv7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb730a2f990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4))\n",
    "plt.hist(y, label=['1st', '2nd'], bins=25)\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel('value')\n",
    "plt.ylabel('frequency')\n",
    "plt.title('Histogram')\n",
    "# tag: matplotlib_12_a\n",
    "# title: Histogram for two data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "uuid": "f7b73537-d6a9-4d34-9f3f-f838ab9f0eca"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb72af9ffd0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbwAAAEZCAYAAADsYZCCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb730068c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4))\n",
    "plt.hist(y, label=['1st', '2nd'], color=['b', 'g'],\n",
    "            stacked=True, bins=20)\n",
    "plt.grid(True)\n",
    "plt.legend(loc=0)\n",
    "plt.xlabel('value')\n",
    "plt.ylabel('frequency')\n",
    "plt.title('Histogram')\n",
    "# tag: matplotlib_12_b\n",
    "# title: Stacked histogram for two data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "uuid": "c5b0ef1f-17d9-485f-834c-ad016ac67484"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb72adc17d0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbQAAAEZCAYAAAD/ttB2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72ae756d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 4))\n",
    "plt.boxplot(y)\n",
    "plt.grid(True)\n",
    "plt.setp(ax, xticklabels=['1st', '2nd'])\n",
    "plt.xlabel('data set')\n",
    "plt.ylabel('value')\n",
    "plt.title('Boxplot')\n",
    "# tag: matplotlib_13\n",
    "# title: Boxplot for two data sets\n",
    "# size: 70"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "uuid": "c4621c85-1082-4bce-937f-013a68de8181"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbUAAAFECAYAAACgZKBhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6LPCcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72ad179d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Polygon\n",
    "def func(x):\n",
    "    return 0.5 * np.exp(x) + 1\n",
    "\n",
    "a, b = 0.5, 1.5  # integral limits\n",
    "x = np.linspace(0, 2)\n",
    "y = func(x)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "plt.plot(x, y, 'b', linewidth=2)\n",
    "plt.ylim(ymin=0)\n",
    "\n",
    "# Illustrate the integral value, i.e. the area under the function\n",
    "# between lower and upper limit\n",
    "Ix = np.linspace(a, b)\n",
    "Iy = func(Ix)\n",
    "verts = [(a, 0)] + list(zip(Ix, Iy)) + [(b, 0)]\n",
    "poly = Polygon(verts, facecolor='0.7', edgecolor='0.5')\n",
    "ax.add_patch(poly)\n",
    "\n",
    "plt.text(0.5 * (a + b), 1, r\"$\\int_a^b f(x)\\mathrm{d}x$\",\n",
    "         horizontalalignment='center', fontsize=20)\n",
    "\n",
    "plt.figtext(0.9, 0.075, '$x$')\n",
    "plt.figtext(0.075, 0.9, '$f(x)$')\n",
    "\n",
    "ax.set_xticks((a, b))\n",
    "ax.set_xticklabels(('$a$', '$b$'))\n",
    "ax.set_yticks([func(a), func(b)])\n",
    "ax.set_yticklabels(('$f(a)$', '$f(b)$'))\n",
    "plt.grid(True)\n",
    "# tag: matplotlib_math\n",
    "# title: Exponential function, integral area and Latex labels\n",
    "# size: 60"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Financial Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "uuid": "e6364d22-c102-4a31-8bf1-35edbc5bbaae"
   },
   "outputs": [],
   "source": [
    "import matplotlib.finance as mpf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "uuid": "01b01686-d054-4518-aea8-d249c883ffa2"
   },
   "outputs": [],
   "source": [
    "start = (2014, 5, 1)\n",
    "end = (2014, 6, 30)\n",
    "\n",
    "quotes = mpf.quotes_historical_yahoo('^GDAXI', start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "uuid": "1b0d2b42-2091-4a6b-98d9-cb12ffa5d2a3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(735355.0,\n",
       "  9611.7900000000009,\n",
       "  9556.0200000000004,\n",
       "  9627.3799999999992,\n",
       "  9533.2999999999993,\n",
       "  88062300.0),\n",
       " (735358.0,\n",
       "  9536.3799999999992,\n",
       "  9529.5,\n",
       "  9548.1700000000001,\n",
       "  9407.0900000000001,\n",
       "  61911600.0)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quotes[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "uuid": "59bba712-88ed-4e63-98ab-0f3849845679"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None, None, None, None, None, None]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAE8CAYAAAAG4VJyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRv4/kTE5x/knu5kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72adc1ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "fig.subplots_adjust(bottom=0.2)\n",
    "mpf.candlestick(ax, quotes, width=0.6, colorup='b', colordown='r')\n",
    "plt.grid(True)\n",
    "ax.xaxis_date()\n",
    "  # dates on the x axis\n",
    "ax.autoscale_view()\n",
    "plt.setp(plt.gca().get_xticklabels(), rotation=30)\n",
    "# tag: matplotlib_14\n",
    "# title: Candlestick chart for financial data\n",
    "# size: 70"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "uuid": "0ed5878e-d95d-4633-a1b8-59967af490f6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None, None, None]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf0AAAFhCAYAAAB6aHOwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngHClb2ZmNiD+P0Mxk77BlDghAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72aa1c550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "mpf.plot_day_summary(ax, quotes, colorup='b', colordown='r')\n",
    "plt.grid(True)\n",
    "ax.xaxis_date()\n",
    "plt.title('DAX Index')\n",
    "plt.ylabel('index level')\n",
    "plt.setp(plt.gca().get_xticklabels(), rotation=30)\n",
    "# tag: matplotlib_15\n",
    "# title: Daily summary chart for financial data\n",
    "# size: 70"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "uuid": "c50e7be6-36bc-4ed4-9352-3d9b341cc01a"
   },
   "outputs": [],
   "source": [
    "quotes = np.array(mpf.quotes_historical_yahoo('YHOO', start, end))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "uuid": "db02ec99-d005-4555-bc8f-b7e672bef774"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None, None, None, None, None, None, None]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAGZCAYAAABlgCOAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72aa26ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2, sharex=True, figsize=(8, 6))\n",
    "mpf.candlestick(ax1, quotes, width=0.6, colorup='b', colordown='r')\n",
    "ax1.set_title('Yahoo Inc.')\n",
    "ax1.set_ylabel('index level')\n",
    "ax1.grid(True)\n",
    "ax1.xaxis_date()\n",
    "plt.bar(quotes[:, 0] - 0.25, quotes[:, 5], width=0.5)\n",
    "ax2.set_ylabel('volume')\n",
    "ax2.grid(True)\n",
    "ax2.autoscale_view()\n",
    "plt.setp(plt.gca().get_xticklabels(), rotation=30)\n",
    "# tag: matplotlib_16\n",
    "# title: Plot combining candlestick and volume bar chart\n",
    "# size: 70"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3d Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "uuid": "a9064b7f-1ffc-497d-bcf0-5fe681e2e9ff"
   },
   "outputs": [],
   "source": [
    "strike = np.linspace(50, 150, 24)\n",
    "ttm = np.linspace(0.5, 2.5, 24)\n",
    "strike, ttm = np.meshgrid(strike, ttm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "uuid": "0a5797f5-0445-4bdc-8e11-5d88690a3b8a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  50.        ,   54.34782609,   58.69565217,   63.04347826,\n",
       "          67.39130435,   71.73913043,   76.08695652,   80.43478261,\n",
       "          84.7826087 ,   89.13043478,   93.47826087,   97.82608696,\n",
       "         102.17391304,  106.52173913,  110.86956522,  115.2173913 ,\n",
       "         119.56521739,  123.91304348,  128.26086957,  132.60869565,\n",
       "         136.95652174,  141.30434783,  145.65217391,  150.        ],\n",
       "       [  50.        ,   54.34782609,   58.69565217,   63.04347826,\n",
       "          67.39130435,   71.73913043,   76.08695652,   80.43478261,\n",
       "          84.7826087 ,   89.13043478,   93.47826087,   97.82608696,\n",
       "         102.17391304,  106.52173913,  110.86956522,  115.2173913 ,\n",
       "         119.56521739,  123.91304348,  128.26086957,  132.60869565,\n",
       "         136.95652174,  141.30434783,  145.65217391,  150.        ]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strike[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "uuid": "b9c92f57-c819-4df4-bc68-a71e0065dfdc"
   },
   "outputs": [],
   "source": [
    "iv = (strike - 100) ** 2 / (100 * strike) / ttm\n",
    "  # generate fake implied volatilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "uuid": "f8557d99-cba4-4ab8-9594-ac8050801dce"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar instance at 0x7fb72a3b48c0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAAFdCAYAAAAXGYTVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72aa12510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure(figsize=(9, 6))\n",
    "ax = fig.gca(projection='3d')\n",
    "\n",
    "surf = ax.plot_surface(strike, ttm, iv, rstride=2, cstride=2,\n",
    "                       cmap=plt.cm.coolwarm, linewidth=0.5,\n",
    "                       antialiased=True)\n",
    "\n",
    "ax.set_xlabel('strike')\n",
    "ax.set_ylabel('time-to-maturity')\n",
    "ax.set_zlabel('implied volatility')\n",
    "\n",
    "fig.colorbar(surf, shrink=0.5, aspect=5)\n",
    "# tag: matplotlib_17\n",
    "# title: 3d surface plot for (fake) implied volatilities\n",
    "# size: 70"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "uuid": "d6126afb-1ead-4859-9b01-813c80c5c3dc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fb72a297ad0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAElCAYAAABpkNLMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAb4Y6mhfiZwEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb72aa1c190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.view_init(30, 60)\n",
    "\n",
    "ax.scatter(strike, ttm, iv, zdir='z', s=25,\n",
    "           c='b', marker='^')\n",
    "\n",
    "ax.set_xlabel('strike')\n",
    "ax.set_ylabel('time-to-maturity')\n",
    "ax.set_zlabel('implied volatility')\n",
    "\n",
    "# tag: matplotlib_18\n",
    "# title: 3d scatter plot for (fake) implied volatilities\n",
    "# size: 70"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Further Reading"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>\n",
    "\n",
    "<a href=\"http://www.pythonquants.com\" target=\"_blank\">www.pythonquants.com</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a>\n",
    "\n",
    "<a href=\"mailto:analytics@pythonquants.com\">analytics@pythonquants.com</a>\n",
    "\n",
    "**Python Quant Platform** |\n",
    "<a href=\"http://oreilly.quant-platform.com\">http://oreilly.quant-platform.com</a>\n",
    "\n",
    "**Derivatives Analytics with Python** |\n",
    "<a href=\"http://www.derivatives-analytics-with-python.com\" target=\"_blank\">Derivatives Analytics @ Wiley Finance</a>\n",
    "\n",
    "**Python for Finance** |\n",
    "<a href=\"http://shop.oreilly.com/product/0636920032441.do\" target=\"_blank\">Python for Finance @ O'Reilly</a>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python2",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
